{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Probabilistic Principal Component Analysis (PPCA)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import tensorflow as tf\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.stats import multivariate_normal\n",
    "from scipy.linalg import eigh, inv\n",
    "from sklearn.datasets import load_iris"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "%config InlineBackend.figure_format = \"retina\"\n",
    "np.set_printoptions(precision=4, suppress=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* <span style=\"color:crimson\">PPCA correctly captures the variance of the data along the principal axes, and approximates the varianace in all remaining directions with a single average value $\\sigma^2$</span>\n",
    "\n",
    "* PPCA is principal component analysis as the Maximum Likelihood solution of a probabilistic latent variable model\n",
    "\n",
    "* In PPCA, we map from latent space to data space using\n",
    "\n",
    "$$\n",
    "    {\\bf x}\\vert{\\bf z} = W{\\bf z} + {\\boldsymbol\\mu} + \\boldsymbol\\epsilon\n",
    "$$\n",
    "\n",
    "Where\n",
    "\n",
    "1. ${\\bf z}$ is a latent variable that models the <span style=\"color:crimson\">principal-component subspace</span>.\n",
    "2. ${\\bf x}$ is the observed variable \n",
    "3. $\\boldsymbol\\epsilon \\sim \\mathcal{N}\\left({\\bf 0}, \\sigma^2{\\bf I}\\right)$\n",
    "\n",
    "and we assume \n",
    "\n",
    "$$\n",
    "    p({\\bf z}) = \\mathcal{N}\\left(z\\vert{\\bf 0}, {\\bf I}\\right)\n",
    "$$\n",
    "\n",
    "$$\n",
    "    p({\\bf x} \\vert {\\bf z}) = \\mathcal{N}\\left({\\bf x} \\vert W{\\bf z} + {\\boldsymbol\\mu}, \\sigma^2{\\bf I}\\right)\n",
    "$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Maximum Likelihood PCA\n",
    "\n",
    "For probabilistic PCA, the maximum likelihood parameters are given by\n",
    "\n",
    "$$\n",
    "    {\\boldsymbol\\mu}_{ML} = \\bar{\\bf x}\n",
    "$$\n",
    "\n",
    "$$\n",
    "    {\\bf W}_{ML} = {\\bf U}_M({\\bf L}_M - \\sigma_{ML}^2{\\bf I})^{1/2}{\\bf R}\n",
    "$$\n",
    "\n",
    "$$\n",
    "    \\sigma^2_{ML} = \\frac{1}{D - M}\\sum_{m=M+1}^D\\lambda_m\n",
    "$$\n",
    "\n",
    "Where:\n",
    "*  ${\\bf U}_M$ is an $D \\times M$ matrix whose columns are given by the $M$ eigenvectors with corresponding largest $M$ eigenvalues\n",
    "* ${\\bf L}_M$ is a diagonal $M\\times M$ matrix of the corresponding eigenvectors\n",
    "* ${\\bf R}$ is an arbitrary orthogonal $M\\times M$ matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "iris = load_iris()\n",
    "X, y = iris[\"data\"], iris[\"target\"]\n",
    "\n",
    "M = 2\n",
    "N, D = X.shape\n",
    "S = np.cov(X.T)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "L, U = eigh(S)\n",
    "L, U = L[::-1], U[:, ::-1]\n",
    "\n",
    "Lm = np.identity(M) * L[:M]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "mu = X.mean(axis=0)\n",
    "sigma2 = L[M:].sum() / (D - M)\n",
    "W = U[:, :M] @ np.sqrt(Lm - sigma2 * np.identity(M))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Projecting down to $\\mathbb{R}^M$\n",
    "\n",
    "The posterior distributior over the latent space is given by\n",
    "\n",
    "$$\n",
    "    p({\\bf z}|{\\bf x}) = \\mathcal{N}\\left({\\bf M}^{-1}{\\bf W}^T({\\bf x} - \\boldsymbol\\mu), \\sigma^{-2}{\\bf M}\\right)\n",
    "$$\n",
    "\n",
    "Hence, *expected* projection down to $\\mathbb{R}^M$ is given by\n",
    "\n",
    "$$\n",
    "    \\mathbb{E}[{\\bf z} | {\\bf x}] = {\\bf M}^{-1}{\\bf W}^T_{\\text{ML}}({\\bf x} - \\bar{\\bf x})\n",
    "$$\n",
    "\n",
    "Where\n",
    "\n",
    "* ${\\bf M} = {\\bf W}^T{\\bf W} + \\sigma^2 {\\bf I}$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
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k0u1IjY7xQ5bkFm0bwLbO83h1C8Bwk/fyIaKww9aURORzSUYTWsQp3ybQM7WxD7IJbgfzcnHjN9Mw5fu5+PHQAbcK+QtKbDZ8uWObD7MjpYThFgAerqqrG0PEfwYhqm4pSkTEYp6IfE4IgVs7dFIUoxICE9t39FFGwelgXi5umTMLB/PzPH7Gd3t2ocxh92JWVBtC0xiI6K8wyggYb4dI+BZCzdt4iah63GZDRH4xJq0dPtv2O04XF9c8+Pz4htHh2cEjx2JBfmkpDFoN6kdGQaNSQUqJPy9dhAKr+yvxlSm0WpGZnY0uKQ0qvHesoABbz5yGxWFHTEQErm3UGPEGY63mo5qJmNcgc48AzkM1DzbcAhH1DISK/12IyD0s5onIL6IiIjB1xBjcOv9b5Fgs1Y69vnFTvNxH6WpmcLM5nVhyYD+m79yOLWf+6DuebDJhfLsOaB2fiH25Xuh8AsBsv3xl/tcTx/Hxls1Yf/zYZa/r1GoMb9kaD3bvgeYebIMi9whVLJAwA7LwacC6qvJBqgSIqGchDMP9mxwRhTwW80TkNy0TEjD/llvx71/XY8mB/XC4Lr8VM9FoxOQOnfFAt6uhVasDlKX35ZVacO/CBdh69kyF97LMZry3eSM0Ku/teoyKiLj4999kbMeLa1ZCVjLO5nRi3t49WH74ID67aRSubpha67kP5uVi9u6dOJiXC4fLhfqRUbi5dRqua9S4TndkEao4iLiPIR1HIC2zAUcmIK3lRbx+CKAfBCE8OyhORHWbkLKyH/HhRQixpWvXrl23bNkS6FSI6LxsixlLD+xHtsUMjUqFlvGJGNC8BXRhVMQDQJnDjglzv0XGubN+mS/RaMSGO++FTq3GikMHcd/i792Ki9LpsGDCZDSLjfNo3nMlJXh8xTJsOHGs0vebx8XhtX6DvPKBgYgomKWnp2Pr1q1bpZTp/piPK/NEFBBJRhNu79Ql0Gn43PSdGX4r5AFgQruO0KnVkFLirV83uB1XbLPhk983440BgxXPeaa4GOO+m1nteYjD+fm4bf4c/O+mUbi+SVPFcxARUeXYzYaIyEdcUmL6zh1+my/JaMJtHTsDAH47fQoH8nIVxf+wfy+KFB7AlVLi4aUL3TrYbHe58OCSH5BtNiuag4iIqsZinojIR3ZmncPRgny/zBVvMOCLEaOQZDIBAFYfPaz4GWUOBzaePKEoZuvZ09hWyVmAqljsdszevVNpakREVAUW80REPpJtLvH5HHqNBuPatseC8beiXXK9i68XWa0ePU9p3IydGYrnmLlrB1x14LwWEZE/cM88EZGPaFS+O8zbpX4KbuvYGX2bNkeMXl/hfaNW69FzjVplHVV2Z2cpnuNMSQnyS0uRYGQvdSKi2uLKPBGRj7SMT4AnzRjVNbRwnNi+I2aPnYCRbdpWWsgDwNUNlHeNUQuBrikpimJsTqfieQDA6nR4FEdERJdjMU9E5CMNo6NxfZNmimI0KhXmj5+Eh7v3ROIlK9dalRo3t07DnHET8Gq/gTX2pe/brDlSIiMVzT2g+VWoHxmlKCbBYFA0HgBUQiBOrzyOiIgq4jYbIiIfuqtzV6w9dsTt8Te3TkP75Ppon1wff+l5LQrKSuFwuRAToUeExv0f2RqVCvd364EX16x0b7xQ4b707m4//4KhLVtfdqOtO/o1bQ6Dh9uAQoF0FQLSDIgoCJWyD0dEREpxZZ6IyId6N2mKh7v3dGts28QkvHB934t/VgmBeIMRyaZIRYX8BZM7dMKdnbvWOE4tBN4ceCM611e2xQYAxqS1hUFhbpPPt88MJ9JlgbTMgitnBGRWd8jsPpBZ6XDljoUsnQcpPTuQTERUExbzREQ+9tee1+LZ3n1gqmY1emDzFpgx5hZERUR4bV4hBJ7r3Qev9huI1OjoSsd0rpeCaSPHYGSbNI/miI7Q44nrers9flDzq9C7cROP5gpW0nEUMncEZNELgGPv5W/aMyALn4LMHQPpdL+FJxGRu7jNhojIx4QQuLtLOm5p2x4L9mVi+aEDyC8thUGrRcd69TGpfUe0iE/w2dwT23fELW3bY93xo/j99CmU2u2IjtCjf/MW6HBJO0tP3dGpK0psdvynhhtn+zVtjncGD4Wo4YBvKJHOs5B5twGuc9UPdOyHzLsDSJgNoYrzT3JEVCcIWQd6/QohtnTt2rXrli1bAp0KEZHXOF0urD56GPMy9+B0STEEgKaxcRjfrgN6NEz1e9G85cwpfLljG5YdPACHy3Xx9W4NGmJyh04Y1rI11DUc3A01roLHgbLv3Q8w3gFV9LO+S4iIAi49PR1bt27dKqVM98d8XJkPI8X5JVjx5Vos/WIlTh88CymBek0SMeiOvrjx7n6IS44JdIpE5CUbT57A4yuW4VRx0WWv7zh3Ft/vy0SrhES8e+MwtE5I9FtO6SkNkZ7SEPmlpTheVAiHy4n6pig0rGKLT6iTrjygbImyoNJ5kJF/hVBV32Pf5SoDzJ8Cjl2AdADqVMD0EFSa2n+TQkThhSvzYWLD/E148473UVpSVun72ggtHvngHtx4Vz8/Z0ZE3rb+2FHcvXD+ZavflYnS6TBrzHikJSX7KbO6RVpmQha9qDhOxLwDYRhW6XsulwUoeBiw/QKgkv++mpZA7H+h0rRQPC8R+Ye/V+bD6/vOOurnBZvx8tj/VFnIA4Ddasd/7vkISz93r00dEQWngrJSPLR0YY2FPAAU22y4f/EPbo0l5aSzhn3yValif73LVQJk9wVsG1BpIQ8AjgNAzk1w2bZ5NjcRhR0W8yHOXGTBm1Peh7vfsPz3wf8h51Suj7MiIl/5bs9ulNhsbo8/UVSIlUcO+TCjuksItYeRVexwzR0JyHw34h1A3m1wuYpqHkpEYY/FfIhb+c16WIpK3R7vsDux9LNVPsyIiHxp5q4M5TE7a45xulxYdeQwHlm2CLd8NwsT587Gs6tWYGeWh6vPdYHaw60ulWyRcVk3As7jCh5iA4rf9Gx+IgorQXEAVggxFsANADoD6AQgCsB0KeXkgCYWApZNVV6YL5u6Cre9OM4H2RCRL9mcThwpcGfl9nL7cnOqfX/jyRN48qcfcaKo8LLXN506iZm7MtC1fgreGTwMjWLC4xB9sdWKBfsyseH4URRbbTDptLgmtTHGpLVDjF7v/oP0A4CieEDmuR+jbgTorqkkqX+7/4wLyhYBMa9U+pZ0ngac2YBQA+rGEKrwPIRMREFSzAN4DuVFfAmAkwDaBDad0HH2SJbimKzjOXA6nFBrPP2KmIgCwe50ej1uzdEjuHfRgmr31W89ewZj5szAnLET0SQ21qMcgoGUEh/8tgmfbNkMs91+2XsrjxzGW79uwJROXfG3a65zq4WmEDpI40TA/IHbOQjjbRCikmc79rv9jIukBS7HuYsdbqR0AmVLIS3TAfulDR90kPohEKbbIbQdlM9DREEtWLbZ/BVAKwDRAB4IcC6hpQ50IyKickatFpFaneK4JJOp0tezLWY87OZh2hyLBQ8s+cHt8znBRkqJ51b/hLc3/lyhkL+gzOHAx1s246/Ll8Dl5j+niHwA0PV0L4mIAYDxtiredLj3jCu5yhd0pMsCmX8fZOFjVxTyAGADyr4vv4XW/IVn8xBR0AqKYl5KuVpKeUCG6m+JAKrfXHnP4aRGCVyVJwpBQgjc1Fr5F5cjqoj5dvdOWKoobCuzNycbv5xUsq87eMzZs8vt8waL9u/D1O1b3RorhA4i7lNAP6KaUSrAMAEi9t1qDs16+EW5KhlSuiAL/wrY1tU4XBa/AWn51rO5iCgoBUUxH+6cTidcPmoNN+iOPopjBk/p6/1EiMgvbu3QSdF4rUqFcW0rbq2QUnp0mHaGG4dpg42UEl9sU3bPyNTtW+B08+e2EHqoYt+CSFwOGO8ENG0BdRNA0x4w3QeRtBKqmJchhLbqh3jSN14YyrfYWNcA1tVuh8niNyBdZuXzEVFQCpY9814hhKjqp7Xf9+BnHc/Gok9W4Kev1yH7ZC6EEEhpUQ9D7u6PG+/qi9gk7xwkG3jb9fji2ZkoLXavo41Gq8bQPw3wytxE5H9tk5JxR6cu+HKHe33Gn7jueiQaK942WmS14nRxseL5M7OzYLbZoFGpEKEJjV8hv585hf15ylryni4uxppjR9C/mftFttA0hYh+Wml65aIeB/LvVBYTUX7xlLRMVxYnS4CyhYBxgrI4IgpKXJn3gXnvLsZtLR7GzNfnI/tk+S8QKSVOHzyLz5+ejslNH8TaOb96ZS5TjAmPT30IQgi3xj/83t1ISk3wytxEFBjP9e7j1gr936/phbs6d630PZvLs8O0xwoL0OHj95D24bvo++Xn+HTLb8grtXj0LH/Zk628UQAAZGZnezmTqqkirgNUqQoitED0E5CuYsC2XvF8smxJ9e9LB6RtK2TZSkjrz5BO3k9CFKxCY1nFTVVdm3t+xb7y32heNvedRfj4b19WO8ZaasOrE96BSq1C79E9aj1n79E98Py3j+HNKe+jzGytdIxGp8Gf37ubq/JEYUCtUuHlPv0xrGVrfJ2xHcsPHYDz/JGjCLUaI1qn4baOndE+ueozNTERemhVKtgVbgG89GDTscICvPHzOry3eSPeGzIcfZo28+Qfx+dsHnYBsjo9PJTqqcR5QPZAQBbWMFANxE2FShUL6Tjm2Vyuyotz6SoELF9DWmZfcVOtBlI/CMJ4J4RO2VYvIvKtsCrmA+3M4XP49PGv3BorpcRbd32AboM6whBpcHuOotxirPtuI7KOZ0OlVqFhyxT0HtMTvcf0RKe+7bB82hos/Xwlzhw6ByklkpskYdAdfTDk7n6Irx/n6T8aEQUZIQR6pjZCz9RGKLJakW0ugRAC9SOjYNRWszf7PJ1ajUEtrsLiAx60RLyC2W7DvYsWYOrNo3Fdoya1fp63JRoq7+ZTY1wl25N8SaWKhStpDVBwP2D7DUAlH7TUzYDY96DStir/s1De3ahcRIVXpOM4ZP7dgLOyDwgOoGwJZNkyIPofEMbxHs5LRN7GYt6LFn28HC6X+w15LEWl+Omb9bjp/kE1js0/V4DPn56B1bM2wFZ2efeJDx+dihvv6oc7Xh6PsY/dhLGP3XSxfZy722+IKHRFR0QgOqJicVaT2zp28UoxDwAOlwtPrPgRa6fcA40bPdoP5+dh+s4dWHpgP3JKLdCp1WiblIxJ7TtiyFWtvLofv1+z5tBrNChzuL/SrhYCg5q39FoO7lKpTED813C5LEDJB4AjE4ADUDUEIh+GStPwioAkQJVQ5Up7lbSXHyWTrqJqCvlLuSCLngdUsRD6wcrmJCKf4J55L5FSYvmXaxTHLZ9WcweCc8ey8cg1z+DHaasrFPIAUFJgxndvL8Tj/f8Bc1H53lUhBAt5IqpW9wYNMbJ1mteed6akGKuOHKp2jEtKvLZ+DQZ8PRVTt2/FWXMJHC4XLHY7fj99Co8tX4p+X33h8T73ysTo9RjeqrWimP7NWyAlKsprOSilUhmhin4cqvgvoIr/CqrY1ysW8gCE0AAG5Td6C+PEy1+wTHejkP+DLP4XpPRNlzYiUobFvJdYS20oyC5SHHfuWPUHrOw2O54d9hrOHq35INbeTQfwxuT/Ks6BiOomIQTeGDAYN7XyXsOvuZm7q3xPSokX16zEZzW0iTxTUoyJc2djf26O1/J6tMe1bm+biY6IwBPX9vba3L5WXpjr3Q/QdrvsJlgpHZCWWcomdZ706OAtEXlfUBTzQoiRQohpQohpAJ46//I1F14TQrwVwPTc4ukieE2r5+vnbsKxPSfdft7GRVtwYOthz5IhojpHp1bj/wYPxf+Gj8QNTZrW+nnVtbtcd+wopu/c4dZzim02PL5imddunG0YFY2vRo5FfVNktePi9AZMu3kMmsfFe2VefxDqFIjYtwG4cRmgOhUi9p3LX7PvBlxnFM8ry5YrjiEi7wuWPfOdAdxxxWvNz/8PAI4B+LtfM1IowhCB+JQ45J3JVxSX0qL6G1wXfvSj4lx++PBH/O2zBxTHEVHdJIRA/+Yt0L95C2RbzMgqKUGW2Yy7F8736FlV+Tpju6Jn7cw6hx3nzqJz/RTFeVSmTWISFk26DTN3ZWDGzgycKfnjg0eS0bapDWgAACAASURBVIQJ7TtgcofOSDJ5dmA2kIR+ABD3GWTRC4DzROWDdL0gYt6AUCdf/rpU9nvrIleBZ3FE5FVBUcxLKV8C8FKA06i1IXf1w/RX5yqKufGu/lW+57A7sGvDXsV5ZKyt+mtuIqLqJBlNSDKa0Nxuh0GjQamCQ6MA0DQ2ttLXsy1mrD6q/FvDOXt2ea2YB4B4gxEPde+J+9KvxuH8PBTbrDBpdWgRFw+t2o2V7SAmIq4DElcAtvWQpQsBVxYADaC5CsJ4C4TmqioiFWzRuWxCD+OIyKuCopgPF0PvHYDZby6Aw+5eT+PohCj0GX9tle9X1TO+JpbiMo/iiIguMGi1GNE6DbN371QUN75dh0pfP11UBE82zBwv9M3qr0alQquERJ88O5CEUAERN0BE3OB+kLYNAB0Am7K5tB0VjSci3wiKPfPhIrlRIh758E9ujVVr1Hh6+qPQG6tuJ2eI1HvUkcYU49/eyEQUnm7v2FnR+JbxCbg2tXGl73ln5zv5glDFAvqhCqP0gGGUT/IhImVYzHvZkLv74+9fPAidvupLWyLjTPjnwqfQbVD1t+ipNWp0GVD5Kld1anouEZE70pKS8eR17nV1idTp8O6Nw6pcgGgYFQ1P+gQ0io7xIIqUEqYpcOsA7QXG8RCqaF+lQ0QKcJuNDwye0hfX3NQNP05djeVfrUHW8RyoVCo0bFkfQ+7uj36Terl96+uIBwZj64oMRfPf9CAv8iAi77gv/WroNRq8tn4t7K7K+4qnRkfj42E3o01iUpXPSTKZ0Kdpc8X75se1ba9ofCgrsdmw5MA+HCnIh0tKpERGYVir1kgy+v5ArtC2BWJehyx8CpXePHspXS+IqMd9nhMRuUd4q+1XMBNCbOnatWvXLVuq720cjJwOJ/7S+3ns3XTArfH9b+2Np75+xMdZEVFdk2ux4LvMXfhh315kmUugVanRMiEBE9t3Qv9mzd06PLrm6BHc9cM8RfN2TK6H2zp1wfCWrb16K2wwMdts+M+vGzBnz26Y7ZfvW9eoVBjashWevu4G1Iusvq2mN8iy1ZDFbwDOI5W8ayhfkY/6O4TQ+TwXolCVnp6OrVu3bpVSpvtjPhbzISA/qxBPDfonDmdUfztft8Gd8I/5T0Cn5w9ZInKf0+VCobUMaqFCVEQEVD66PVpKiefXrMQMN3vNX6pdUjI+HzEKyTX0iQ81RdYyTJ7/HXZlnat2XEpkFGaMvgVNqugW5E1SSsD2a3kfeZkPIKL8kinDSAhV4G7FJQoVLOZ9INSLeQAwF1kw87V5WPr5KhTlXn4pS70mSRjx4GCM/sswaLThuXJFRN63NycbX2dsxw/7MmG22wEACQYDxrZtj1s7dEKqD/arO10uvL5hHb7YrvznceuERHw7dgKiIqpuHBBq7vx+HtYeq2wVvKJmsXFYMun2sP2GgihcsJj3gXAo5i+wldmweem28n34ahVSWzVAl/7toQ7x/shE5D9SSryz8Re8/9vGKsdoVCq80ncAbqmi1WRtHc7Pw/SdOzA9YwdsLvfa+QLAI1dfg7/0rLqlbyjJOHcWI2dPVxTz9qAhGNmmrY8yIiJv8Hcxz4/3IUan16HXqB6BToOIQtj/baq+kAcAh8uFp1Yuh06t9knx2DwuHrd26ISp27cqipu1OwMPde8R8hc8AcB0D7YbfZOxncU8EV2GrSmJiOqQfbk5eG9z9YX8pZ5b9ROKrJ5dYFeTRfv3KY7JMpux8dQJH2Tjf5tPnVQcs/XsGdic7n+TQUThjyvzRER1yPSM7YrGWxx2LNi7B7d36uL1XLIsZo/iss2VxxVbrdiXm4NShx2xegPaJiZBrQreNSvL+XMKyuNs0KkNkNIOWFdCli4BXLmA0AKaNAjjeAhNU+8mS0RBi8U8EVEtOVwu/HT4EFYcPoj8slLo1Rp0rp+CsW3bId4QPDcySymxYF+m4rh5PirmNR52zdFcUaAfyM3F1O1b8P2+TJQ6HBdfbxAVhUntO+HWDp0Qo9fXKldfiIrQIVvhBxqVEDBpdZBlP0IW/RNwZV0+wPYLpOVzyIh+EDGvQ6jivJgxEQUjFvNERLWwcP9evL5+Lc6aSy57fdmhA3h7488Y17Y9nuvdJyg6kJTYbCix2WoeeIWzJcU1D/JAy4TEWsctPbgff/1xSaVbT04XF+OtXzdgzp5dmHbzGL+0dVTihibNcDg/X1FMr0ZNoLF9D1n4NIBqGlhYV0HmTgQSZrKgJwpzwfv9IxFRkPtqxzY8umxxhUL+ApvTiek7d+DuhfNhvWTFOFA83XKi9lHf+RGt2sCo0SqK6VI/BWnnb5r95cRxPLp0cY17yI8VFuCOBd8hv7TU41x94dYOnRTH3NspDrLwWVRbyF/gPHy+6CeicMZinojIA1vOnMI/1q5ya+wvJ47jXz+v83FGNTNoNKjvwaVLRVYr/r58KbacOQVvtjOOiojALe3aK4q5UABLKfHK+jVwSJdbcceLCjFth7LOOb7WPC4eY9LauT0+PaUBesSvAaDgAKx1FaTjqNLUiCiEsJgPEXln8zH9lbl4fMA/8HCPp/DkoJcx560fKlwgRUT+8fnWLe6sjV40e/dOFFnLfJaPO4QQGN9eed94s92OeXv3YNycWRg5ezpOFBZ6LafHr+2NrvVT3B4/e/dOlNhs2HLmNPbmZCuaa+aujKDrBPNK3wHo36x5jePaJSXj46EDIcq+VzyHtMzyJDUiChEs5oOcw+7A+3/+HJMaP4BpL8zC9lW7sO+3Q9j60058+sTXmJB6Hz5/ZgZcLvdWp4io9rLMJVhx+KCimFKHA/P37vFRRu6b0K4jdLXo0b4z6xzGzpnptYLeoNVi2s1jkGQ0uTX+t9On8OiyxVh2cL/iuXIsFmw5fUpxnC9FaDT4aNjNeP76vmgSU3FPf6LRiIe798SsMeMRr8sGpAdbhRx7vZApEQWrwJ/Ioio5HU68PO4/+PWH36scY7faMeuN+cg9nYfHpz4E4aO9rUT0h8zsbDg92G6yKyur5kE+Vi8yEv8eeCP+smyxom8WLpVtMeORZYsw75ZJXvmZk5mbrairy+qjh+Fs3NSjufLLArtv/nB+Hubs2YXj5z8MpUZHY0xaO9zZuSvu6NQFm0+dxNGCfDilREpkFHo1bnLxw5f0sJUlpPJDz0QUOljMB7Fv//1DtYX8pVZ8tRZtr2mN4fcNVDxPQXYhjmeegsPmQFy9GDRt35gfCoiqYXV6dpg1GA7BAsBNrdpg4f69+OnwIY+fsePcWWw/ewZdUhrUOp+vFfa+B8oPtXoiQh2YX3sniwrxzMoV2HDiWIX3/rf1d/Rs2Aiv9h+InqmN0DO1UeUPUSV4NrnKs65BRBQaWMwHKYfdgQXvL1UUM+/dxRh27wC3C/E9v+7DvHcXY8O8zXA6/thH2rRdI9z0wGDceFdf6PQ6RTkQ1QWe9o6PNxi8nEnNdmedw8ID+5BjNkOrVqN1QiIgZa0K+Qtm7MrwSjG/7thRxTFVXRxVHZUQSEtKUhxXW0cK8jHhu9nVfvuw8dQJjPl2BmaNGY9WVbTsFOqGkNpOgH2HovmFYaii8UQUWljMB6mNi7Yg74yy/sMn9p7CzvWZ6Hh92xrHzn1nET7+25eVvnd09wm89/Bn+OmbtXhl4dOITohSlAdRuOtcPwX1TZFVtqSsypCrWvkoo4p2nDuLl9euwrazZyq8563v3Q7m5db6GVJKFFutiuOsTgdMWi3MCrae9GvaHA2iohXPVRsOlwv3Llzg1jaigrIy3LNwPlZMvrPKewmEcRJkoYJiXpUMRPR3fzwRhRwegA1SR3Ye91ncsqmrqyzkL5W58QCev/lfsNs83KdJFKY0KhUmduioKKZVfAKubpjqo4wu98uJ45g4d3alhTzgVodytzi8cPBenL/RVCmTTqeoT7sAcE/Xbornqa1VRw7hUH6e2+NPFhVh6cEDVQ/QDwd0Pdx8moCIfh5CKOvlT0ShhcV8kHLYPNtbayurvvC2llrx6eNfuf28Pb/sw+qZP3uUC1E4u6NTFzSPc+9mTbUQeLZ3H7+cRTlbUoz7F3+PMj/szy+yWvHBbxux/eyZWvWf75Gq/ENOz4aN8Ng1vXBDk6ZujX/u+r5++zB1qek7lW2JAYAZu6qOEUILEfuhGwW9GiL6dQj9YMXzE1FoYTEfpOLqe3bteEJK9XFrv/0VxXnKtgYs/OhHj3IhCmfREXp8efPYGgt6rUqF/xs8DL3dLDpra8bODJTY/NO95ERRIf7z688Y/e0M3Dx7OlYe8Wwf/uQOnZXHdOwMnVqNT4aPxJTOXRFRRbvN+qZIvD1oKO7s3NWj3Gor49w55TFnz1b7vlBFQcR9ARHzL0B7xbcTwgAYJkAk/ABhHK14biIKPdwzH6R6je6Bjx/78rKDqTXRmyLQY3h6tWPWz9uoOJe9mw8i60QOkhuxIwLRpRpGR2P+Lbdi5q4MTN+5AyeK/ui9btBocHPrNEzp3LXKA43eZnc6MXv3Tr/MdaVdWefwp4UL8I8+/XFbR2XFee8mTdGpXn3sOFd9EXtB1/opuLZRYwCATq3GC9f3xSNX98TczD3YduY0Sh0OxOr1GNj8Kgxo3gIaVeDWrZR8QxKnK8WYZvswuul+uM5NAyAAdRMIwxjAMBJC9cf5JSG0gGEUhGEUpPMU4MwBhA5QN4ZQudezn4jCA4v5IJXYIB7Xjboa6+b86nZM/1uvhym6+i4bhdlFHuVTlFPMYp6oElEREbg3vTvu6doNe3OykVdaCoNWg5bxiYiOiPBrLqeKixT1a/eFl9asRJOYWFyv4JsIlRD4dPhITJr3bY37y1vGJ+Dj4SOhumLLUqzegLu7pANdql/Q8Ld4gwFnSmq+qXtkk/34Z/o6GDTnF3Au7Fpy7IEs3gOUvAPEvAWh71chVqgbAuqGXsyaiEIJt9kEsbtfm4SYRPc6ySQ1SsBtL46rcZynrSa1eh6gIqqOSgi0TUpGr8ZNkJ7S0O+FPACUenqpkBdJAO//pvwbwCSTCXPGTcDE9h1hqKSTi1GjxaQOnfDt2AlINHrWGjQQBre4qsYxo5vuw1s9Vv9RyFdGlkAWPAhZtsqL2RFROODKfBBr0KI+3lj+PJ4d9nq1bSrrN0vGa0ueQUJKzYfxWqU3x441uxXlERlnQkqzZEUxROR/sXr/97GvzO+nTyEzJxtpicp6usfqDXi130A8eV1vLDmw/+ItqU1iYjCkZeuAfECqrVs7dMK0HduqfD9Jb8Yr6evcfJoLsvBxQLcWQhXpnQSJKOSxmA9yV3Vuhv9l/AdLPluJxZ8sx9mj2RffS22VgpseGIzBd/atcXvNBUPvHYg5/1moKIfBU3h5FJG3uKTEumNH8e3unTheWAAJIDU6GmPS2qFfs9rt764fGYn2ScnYlZ3lvYQ9tPnUCcXF/AXREXpMaK+s9WewahGfgMkdOuGbKrrajG++Fzq1ghafshgoWwgYJ3opQyIKdSzmQ0B0QhQmPDkS4/5+E7KO5cBSXApTjBH1miQpbnWX2jIFvUb3wIZ5m9war1Kr0GNYYLpAEIWbjHNn8eiyxThWWHDZ65k52Vhx+BAaREXh7UFDPW6hKITArR074+mVy72Rbq2U8H6Ki164oR/Mdjvm791T4b2xzfYqfp60zIFgMV8lKW2A8xQgywBVAoSa3yxTeOOe+RCiVquR0rweWnRqivpNkz3uWf23zx5A805N3Brrcrrw9I2vYunnKz2ai4jKbT97BhPnzq5QyF/qdHExbps/Bz+fOObxPCNbp6FdUuCLl1DcEuMrGpUKbw28Ee8PGY6rG/zxQU0tXEg1lUBxi37nSe8mGCak4wRcRf+CzLoOMmcwZO7NkNm94MqdAFn6A6TkB0wKT1yZr2Nyz+Rj6WcrAQlEGHWwWmruR+10OPH2nz5GhEGHfpN6+yFLovBidThw/+LvUepGm0K7y4WHlizEuil/8qggjtBo8PmIUZjy/TzszcmuOcBHejV2b8GgrhBCYGjL1hjasjWOFuSXtzGVTgD/g/J1GW/d4Rs+ZNlPkAWPASir+KZ9K2ThVsAyC4j7CEIV4/f8iHyJxXwYk1Jix5rdWPr5SpzYdxo5J/OQn1Xg8e+B/z70Ga65uTsMJr13EyUKc0sO7EeW2f2WkUVWKxbs3YPbO3XxaL5kUyS+HTsBX+7Yhhk7d1RojRin1yO/rJKix0uub9wUzWLdux23LmoaG4em5//9uLLqAS6FF0uxDeVlpPUXyII/A6jhXhb775D59wPxX0IIngOj8MFiPkwd3X0Cr058B0d3nfDaM82FFqye+TOG3tPfa88kqgtm7s5QHDNjV4bHxTwAROp0eKh7D9yf3h1bzpxGjsUMnVqNlvGJeH71T9hQi6081dGoVPhzj54+eXZYMowBzB8qChGGunGzq5SlgOMIIEsBVRygblZhe6mULsiil1BjIX+BfQtQOg8wTvB6vkSBwmI+DB3ZeQyP3fACSgosXn/2yunrWMwTKXQgN1dxzMG8XLikrHA5klJqlarCgdp6kZ61NRSo/os9jUqF/xs8FOkpXDl2lzCOhzR/CsDNm2KFETCM8mlOQPk3u7BnQFpmANY1gCwChAHQpUMYJgER10MItQ/mdUHaM4DS2UDZj4As+eNNzVWAYSJgGAOhOt/BzfYr4DyqbA7LdMAw3uNzZ0TBhsV8mHE6nXhpzFs+KeQBIPd0eb97KSUObjuCvDP5UGs1aJzWkDfEElXB6VLQevA8l5ReKeYrM7JNGuZmKrtvAqi6kBcA+jVrjoe690Tn+im1yq2uEeoUIPq586vLboyPfg1C5d5lgp6SshSy4AnA+uMVb5QA1rWQ1rWAJg2I+wRCXd87czqzgdI5kOZpgKzikLjjIGTxP4HSb4G4zyDU9SDLFiufzLEPcB4q/3BAFAZYzIeZzUu24fTBsz57vtPhxKdPfo2f52++bB4hBLoP6YzRjw5D+sBOPpufKBQlmUwoKaj5sPmlEgzGWvWcr861qY3RIi4eh/Lzav2sqxum4t8DBqNRTKwXMqubhHESpHQAxa8BqOqDnxYi5k0Iw1Cf5iKlHTL/IcC2ofqBjkzIvElA/LcQ6tot5EjrWsiCRwHp5iKUYx9k/j1A/EzA5eEhb2c2i3kKG2xNGWaW/O8nnz7/7JEszPn3DxU+MEgpsXnJNjw1+BVMe2FW+Ve0RAQAGNG6jeKYm1un+SCTckIIvNZ/ILRe+LCw+dRJLDt0wAtZ1V3SlV9+EVSVhTwA2CEde33/s9Uyo+ZC/gLnScji12s1nbRugsx/wP1C/gLHvvJcofVsYh6ApTDCYj7MHN11PNApYPorczH3nUWBToMoaExo11HxKvukDr69AbV7g1R8NmIUTNraFzWf/P4brG603QwWVocDORYLSu2B7ztevhL+AGCv/IbYy5g/ASxf+DAXV/l+ciXKlkI6czyfr+gZuH1e4Mr40lmAuqUHkRpA08yjOYmCEbfZhBmH3c0T/T725YuzMeTufjDFmAKdClHA1YuMxN+v6YU3fl7n1vgHu/VA87h4H2cF9G7cFKvuuAvf7t6JGTszKrSwdFdeWSmWHtyPkW3aejlD77E7nVh+6CC+2bkdm079celSx3r1MblDJwxv1Rp6jYervNWQ0gXYfoG0rgZchYAwQui6Afoby9sjlv0I2Le6/7zi/wKGcRCqaK/nCvtWxYdJAQdQ9gNguuuyV8v3wC+AdB4u76evrg9hGAFx6dYW23rAWYuOa86TgK49YFGh+m81rqAfDKHy/f+/iPyFxXyYiU+JQ86p2u+Dra0ysxUrvl6HkQ8PCXQqREHhT127we5y4j+//lztuHu7dsPfrrnOT1kBSUYTHureEw9064GCslKsP3YMf12+RPFzNp48EbTFfLbZjLsXzseurIr93DPOncUT587io98344sRo9Ek1nt7/2XZMsjitwDn5d+YytJZQNGrgOluyLJVCp9aCpQuAEy3ey3PizwsrKXzJC4c05auAsiiV4CyJbhyxV2aP4bU9YSIfgFCcxVk6Q+1yxeAgBpSPxgoW+p+jPGOWs9LFEy4zSbM9JvYK9ApXPTz/E2BToEoaAgh8FD3nlg4YTJuadsees0faylalRqj2rTF3HET8VSvGwLSMk8lBOINRui1nq3xWIJgy4rFbse+3BzsyjqHcyXlLQ2LrGW4bf6cSgv5Sx0pyMeked9ejFNCyjLIsh8hzdMgzV9DWjfAVTINsuCRCoX8H0H5kCVvAQ73V+UvhlpXKI7xB+nKg8ydWL5SX9XWGdtGyNwJkPZdgFPhZVmVETqI6JcBjXvbbUTU0xC6zrWflyiIcGU+zAya0gdTn5sJa6myzhm+UJSr/JciUbhrl1wPbwwYjJf69EO22QIJiUSjCUat97d4eCJKF+FZXIRncd6wLzcHX+3Yhu/3ZsLi+ONDxdUNUhGl02F/nnt9/s+UFOPNX9bjP4Pc+0ZRuoogzR8DljmALPQod4+48n3zXHUjj8KEuvweA1nwl/KWjzWRRZD59wHqph7N9wc1oGkFoYoB4qdDFj4FWKv4pkPEQEQ9CWEcW8s5iYIPi/kwExUXifvfnoJ3H/g00KlAZ2C3AKKq6DVaNIqJCXQaFXSun4IoXQSKbVZFcTc0aeqbhGowe1cGnlv9E5yVdHnZfPpkJRHVW7R/L57tfQPiDcZqx0lnNmT+FMARgE4+Qu+b52q7lhfYivbNawD9iPKLnmwb3Q9zZQPqJgoTvEJEfwh1MgBAqGIh4j6GdByCtMwG7LsBWAFVPETEjYBhKISv/r0RBRi32YQZc6EZelMEeg5PBwJ8uZ2l0IJ3H/gUP3z4I8yF5sAmQ0RuMWq1GNO2naKYlMgo9GvWwkcZVW3h/r14etWKSgt5T9ldLiw5sL/aMeUdaO4LTCEPAJr2PnmsECoI4yRlQfohEOpESMtM5RM6a3cnijBNqfiapgVU0c9AlTAdqoTvoIr7FMI4moU8hTWuzIeJ3DP5+Pqlb/HT9PWwWi5fURNCXOxNrNaocd2oqzH4zr54/qbX4XL6rmfx8b2ncHzvKQDA/578Gjfe2Q/3/OtWRBgC93U8EdXs7i7pWJC5BwXWMrfG/7XntT674KoqVocD/1ir9PCoe2rs6mNdCTh2+WRut5T9AJfQQxgnQ2hSvfts462AdS1gq/6gNgBAnQoR9XT539u2KZ/LdbL82wAF3XwuKN/73k35nERhiCvzYeDkgTP4c8+nsfh/P1Uo5AFcLOR7DO+KOVmf4fnZj6FVenOfFvJXKjNbseD9pXhq8CsoNbtXIBBRYDSMisbnI0Yhxo198I/1vA5j2/pmpbg6Sw8eQF5pqU+eXdMHE2mZ4ZN53SZLAMsXkLk3QVrdKLoVEEILEfchEDG4+oGaNIj4GX/c/io9/Lke9SygSnZ/vCoBIuYNCNOdns1HFIZYzIc4S3EpnhnyKrJP1HzAa9OirZjxyjwAgDYiMIftdm3Yi/8++L+AzE1E7uuS0gDzx9+KMWntoFOrK7yfntIAnw6/GQ9f3TMA2ZXvbfeVEputykuwpLQp2xvutor/jmskzZD595fvV/ciIQxQxb0HkfAdoB8FiFgAKkCYAN31ELGfQCTMg1DX/yNI5UlLTwGhbQURPwvQVLe1S1X+4SHmbYiktRCG0R7MRRS+uM0mxC2ftgZnDrvf3mvBe0twyxM3IzYpGinN6ymK9ZZV09fjzn9OQHLjJL/PTUTuaxobh38PvBHP9LoBa48dRUFZKQwaDTrWT0FaYmD//5tTavHZs6du34rv92ViYvuOeLBbDxgu7TQkfdSlK+ZVwDIdsO9UGGiFLHodIsGDPes1ENqOELHu3UQs9P0hS/Yom0DXG0JEAJpUIGEeYP+9/FsP+14ANkCVCKEfChhG+eaSLKIwwZX5ECalxA8f/agoxmF3YulnKyGEwPD7BtY6B5VaBbVW2YqSyyWx6JPg7JNMRBXFGQwY2SYNUzp3xfj2HQNeyAOA1sd79PNKS/HBb5swad63KLr07ICovsuNR1T1ICL6QpUwF4ifCUDhuSL7Fkj7Pu/npYThFij9dkEYb/3j74WA0HWHKvYdqJKWQpW0EqqE2RCmO1jIE9WAxXwIyz6ZixPnD5gqsWXFDgDAjXf1Q2Rs7X4xuZwuOO1OxXGZG6vvFkFE4eNAbi4W79+HBXsz8cuJ47A7lf/MuJK/PlDsOHcWDy1ZePHskRB6QOvlS4dc5yBzRkE6DkJIMwBlbUEBQCq4AdUXhLoeYLrb/QDdNUDE9b5LiKgO4TabEGYu9OxrZktR+aGx6IQovPDd3/Hc8NdhK/Pv7Y1lZuW/rIgodEgpsezQAUzdvhW/n7580aGeKRIT2nfAXZ3TPb5samKHTvhm5w5vpFqjn08cx2+nT+HqhuWdY4RxEmThdu9O4joNmXeXsoL4snj3LsbyJRH5GKSrECidXf1AbTpE7PsQwoNzAkRUAVfmQ5gp2uBRnFAJ2MrKb4jt0q8D/r3yRTROa+jN1GoUFR/p1/mIyH+klPjn+jV4aMnCCoU8AJwzl+DdTb/ilu9mIcvs2R70tMQkXNuosdvjNSoVvho5Bnd3SUeUTvmFdt9kXFK864cA6maKn1Ej11nAus6zWBH4lr9CqCCiX4aIfRfQplccoG4GEfUsRPw0CFWU/xMkClMs5kNYYmoCGlxVv+aBVziw5TDGN7gXH/11Gk4dPIO217TGR1v/7dcC+5oR3f02FxH51we/bcK07TX3Dt+Xm4O7f5hfZeeYmrwzaCgaR9d8i64A8OaAG9GrcVM827sPVEL5r771x48BKP+gsvVsDuaceRTFjoTy1xQ/rRq2LR6FCU2aN7PwmBACQj8EqoSZEIlLIWI/hIh9DyJ+DkTisvI98EHwwYMonLCYD2EqlQo33T/Io9iSAjPmvbsYf+rwN6yfuxGbFm9FcZ6PFwGfEwAAIABJREFUujRcwRhlQP9be/tlLiLyr8KyMnz4+ya3x+/OzsJCD9tMJplMmDNuIno1alLlmHqmSHwy/GaMbPNHsVtsU77Nr8Rmxff7MjFs5tcYN2cWnl6TiUFLhmDukVawOSvZLiJiKl+drpEF0LRUFiKiAcNQD+byLaFpAaEfAKEfDKHrBCECfC05UZjinvkQd+Nd/TD3/xYj56Rn+yXtVjtemfAO+k3q5eXMqjb5hXEwRnm2RYiIAstityPHYoZaqJBoNCJCc/mvkbmZu1GmcKV9+s4dHl88lWQy4atRY7E/NwezdmVgX24ObE4nkowm3NS6DQY0awHtFX3yI3U6FFmVFfRqlQp//XHJZa9ll5nw5G998fqOazCk0WE0MpViWKs0pMZ1AvSDIIv/Ddg9WGnX9gAcB9wfb5wIIfgzlaiuYjEf4iJjTXhtyTN4cuDLyD9X6NEzXE4XNi1Wfp32leJTYpF3pqDaMeOfuBljHxte67mIyL82nzqJbzK2Y9mhA3C4XAAAk1aH0WltMblDZ7RMKN9ysvLIIcXP3nHuLLLNZiSZTB7n1yohES/c0M+tsdekNsaPhxQUywBs1XTgKbDpMfNQWwDAh3t1WDjhejQx6CE93E4idB0hVQ8B5g9qHqzrDRH5iEfzEFF44DabMNCsfWO8t/F19JvUCxqFPd8vqO0WG51ei//b8Apuf/EWJDSIq/B+577t8I8FT+CeNybzq1aiEOJ0ufDC6p8wYe5sLDqw72IhDwBmuw1fZ2zHkBlf4qsd2wCUb7PxRIGHcZ6Y3LGTz55dYrPhi+3lq/FC09azh2jaQhX1KETUC+XbdSqlBYy3QsR9BCECc6M3EQUHrsyHiXpNkvD0N4/i/ren4Pv3lmL6q3MVP0OoBKTLs6NcfSZch5Rm9XDbi+Mw8ZlR2LVhL/LOFkAboUWz9o2Q2qqBR88losD657rVNbaAdEmJl9augk6tvvy2VAWMHsZ54trUxujWoGGlnXa8YV7mHjx+bW+Y9IOAonhA5rkfrE2H0LYCAAjTZMA4FihbAlm2GpCFgDBCaLsCxrEQqnif5E9EoYUr82EmLjkGnfq28yg2vn6sR3EpzevhnjcmX/yzRqtB577t0W9iL/Qe3YOFPFGIyjh3Fl9luN9P/Z/rVqN9UrLieVIio1A/0n/dtIQQ+HjYCLROSKxxbEyEXvHzzXYbdpz7f/buO77pan3g+Odkp7uUspG9p0xBEFmyUXAgiHvrdeLA7VXxOq5e10/cW0FAZSsIgiKIAxSQvfcs3U2bJjm/PwpI6Ui+adL5vF8vX0hyxnO5mD4533OecxClbKjIK43FFnld/t8rB8o5GlP865iqfYIp/i1U1E2SyAshTpGV+UrIagvu/9ZG7RugfZrjh4rf9366xu0b8PScicTX8F8erjiuzGx+//ZPjh9MwWw106jdWbTp2UK25AhRhj5bZ+xiJJfHQ3QQye+4dh0wm8K/tuT1+TAphVKKas4Ipl1yOf/7dQUzNvxNhtudr22UzcYlrdtyMD3d8P564J/xIm+B3A2Q873/TpG3ohwDDc8lCtK+ZHB9nXczrjcJlA2srVDOsWDrJj9bRKUiyXwlVL9lXSxWM55cY1emt+7enFv+exUPD32WI3uOFdu2Tc8WXDJhBD1GdMFsCf4Wv+QjqXwx6SsWfrz01M20JzVsU59Rdw1jyPX95INXiFLm9fmYu2Wz4X7L9uxieLMWzN0aWN84h4MxbdoZnidQe1JT+OLvtczctIEjmZmYlKJJfDXGtGnHxa3a8Ph5fbmvRy8WbNvK3rS8IgL1Y2IZ1LQZEVYrDy1eGNS8UScuplLKDHGvojNehszPgELOBqg4VNSdedtqRIlorSHrI3T6y8AZFYu8O9HZ88HSFuJfR5lL97JEIcJFkvlKKLZ6DL0vOYclU5YH3MdkNjH4+n4k1kvgnTX/ZeHHPzJn8gL2bj5wqk3DtvUZeuMABl3bl4iokpdBO7jjMA8MfIpDO48U+v6u9Xv5301v8ffyjdz3/m2YSmHlTgiRJ92dY7jEJMCRzAw+G3Up+9PT+PPQwWLbRlptvDviIqpHRAQbZpG01kz+4zde+uXnfJc6+bRm6/Eknlm2lFd+XcFrg4dzfsNGjGpV+GHVc+ufxZfr1xmaO9JqpUPN2qd+r5QFFf0AOvJmcH2Ddv8O2gWmaJS9LziGyEVKoZL5Jjrj1eLbeP5GJ10OCdNQ5trFtxWiApBkvpIadecwlk5dkbdKEYDzLu1BYr280nKRsZGMunMoF90xhKSDybjSXUTGRhBfMy5kK+SuDBcPD51UZCJ/uu8//pGE2tW4/tlxIZlbCOGfOYhbUgEsJjORNhufjbqU55f/xIwN68ny5BZo16NefR49ry+tqieWNNRCvfH7Sv63ckWxbTLcbm6aM5P3R46id4OGhba5oEkzqkdEcCwrK+C5L2rZ+tTK/OmUKRYir0FFXhPwWCJw2r3KfyJ/ku8wOvVBVLVPwhuUEKVAkvlKqlX3Ztzy8tVMvucjv20bt2/A3ZNvLPC6UorqdcJzyOr7T35i35biV+1O99X/5nLJvcOJrR4TlniEEPlF2WzUjoriYIaxsrVNq+UtCjitVp48vz/39ujF7M0b2ZJ0DI/PR2JkJCOatzzVLhw2HTvqN5E/yaN9TPj+W5Zdc2OBC7AAbGYz/+p6Dk/++ENA40VabVx/djA3v4qS0lmfGuvgXonO3XKqelCB8bxHIXftiacoMXmVhkzB34UgRLhIMl+Jjb5rGNHxUbx938ekHksvtE2v0d2Z8N6tRMaW3geU1po5kxcY6pObk8t3HyxhzAMXhikqIcTplFJc3rZ9wEnxSePats/3+xi7nfHtO4YyNL/8ldI807GsLBZs38rIFq0Kff/K9h3Zl5bKe38Wf5ur02Ll7eEX0jCu4F0bIry0LxmyjZ9v0K5pKOuj+V/LXYvOfB+yvwdO22qmotDO0ajI62V7jihXJJmv5AZe1Yc+l/XgpxkrWfbVSlKOpmFzWGneqTHDbh5InSa1Sj2mY/uPs2v9XsP9/ljwpyTzQpSiy9u0Z/IfvwW8d75BbBznN2wU5qiKl+v1MmvTBsP9ZmxYX2Qyr5Ti4d7n07J6Iu+s+p0tx5PyvW9Siv6NGnP3OeeGbduQ8MO7l3yJd6A8O/P9VrtmoVMnAoUUkNAZkPUJ2jUXqr2HsrYNKlQhQq3cJPNKqXrAU8BgIAE4CMwE/q21Ti7L2Co6m8PGgPHnMWD8eWUdCgCZqYHvPT1dRkpw/YQQwUmMjOR/g4byr/lz8Po5fxNtszF52MhSKTFZnJTsbDJzC+7R92dfeprfNqNbtWFUy9b8fmA/aw4fxJXrIc7hoH/jJtSNli2AZUobq972j3++AOicn9GpDwK+opsD6OPo4zdA9a9RZrlHRZS9cpHMK6WaACuAGsAsYBPQDbgLGKyUOldrnVTMEKIUeD1efp23mhWzfic9OQN7hI3W57RgwJXnERUX+DYdZ5TxOtQAzujg+gkhgjeoSTPeGXERExct5GhWZqFtmlVL4LUhwwO6hMkft9fL1qRjZObmEm2z0SyhOhYjXxCCPKMfaDelFN3q1qNb3XrBTSTCwxzkU2ZTXj+tNTr9Rfwm8ifp4+jMd1ExTwQ3rxAhVC6SeeBN8hL5O7XWr598USn1MnAPMAm4pYxiE8CSqct598FPObo3/3eqJVOW895DnzPilgu4/j/jsFj9/5VKrJ9ArUY1Aqpkc7r25xVeOk4IEV59GzZm2bU3snD7Vr7etIGD6elYTCYaxcUzpm07etY7q8SVrg5lpPPp2r/4cv06jrv+uXOiVmQUY9q2Y3y7jiQEUMIy3uEkymYrcAmUP2fFluziO1G2lLk22toNcn8z1s95Yutm7l/g2WhsUtdMdNQElKn0bi8WojBlnswrpRoDFwC7gP874+0ngJuAK5VSE7TWhS8LibCa+fq3/N9dHxT5fk5WDjNensO+LQd44qv7/Cb0JpOJ4TdfwHsTPws4BpPZxLCb5GZEIcqKzWxmePOWDG/eMuRjrz54gBtmf0NKTsELlQ5lZvDqr78w5e+1fDhyNK0SaxQ7lsVk4uJWbfh4zZ+GYri0dfgurhKlQ0WMQ6caSObNjcDWAwCds9j4hDoT3L+Bo5/xvkKEUHm4hefkfwULtdb5nm9prdOB5UAEcE5pByZg7U8bePPuDwNqu3LuKj5+/MuA2g65oR/VasUFHMfga/ueqoMvhKg8th1P4tpZXxWayJ/uSGYmV838iv1p/ve2j2/XwdBum1qRUQxs3MRAD1EuOQaDPdBFHxsq9tl/nij5UoObU6cE10+IECoPyXyLE79uKeL9rSd+LbwQ7GmUUqsK+wcI/VJSFTHj5TkBXzwFMHvyAlyZxf9QBoipFs2keQ8TkxDtt22XQR24/fXrA45BCFFx/HfFz6QHuCUmyZXFq7/5L5XZpFoCD/XqE9CYNrOZV4cMw2o2B9ReFE/70tCZn+JLfQRfyv340p5H5xq7QTdYSplQcS+DY4ifhlGo+LdRttPuA1BB3moebD8hQqg8JPMnNyoW9bX45OuBL+OKkDiy9xi/zi2+rvKZstJcLJmyPKC2Tc9uxGu/TKLX6O6YzAX/KsYmxnDl45fy9OyJ2OxWQ3EIIcq/A+lpLNq53VCfOZs3kZrtf8Hghk5deKJP32IPz8Y7nHxy0SV0rSOHWYOltQ+dsxxf+sv4jl2EPnIOOv1pcE2H7FmQ9T466WJ8SRej3X+FPR6l7KjYV1DxH4F9EHDalzRTXVTUBFT171H2c/P3swZzF4ICa4eShCtESJT5nvkAnHxa6nd5WGtd6LV7J1bnO4UyqKpg2+qd+HyBr8qftOX3bQy9oX9Abes2rc0TM+7j2P4kfpq+kqSDyVhtFhq2rU/Pi7pJEi9EJbZg+zZ8Bp78AeR4vfywcwejWvk/EH91h04MbdqCaRvW8c2mDRzKyMCsTDSJr8blbdsxonlLnFb5jAmG1hpcM9CZ74B3t/8OuevQx8dD/GSUvXdYY1NKgb0nyt4Trd15W2iUDVRM0Qe1HQMgvTr4jgU+kb2vlKYU5UJ5SOZPrrwXVUog5ox2opS4s41VgzgpJ4h+1esmMPruYUHNJ4SomI67grs7IslAv8TISG7veg63d5VjV6GSV8bxOcgK7DzVP9zolDug+jyUuW5YYjuTUjYw+7/ISykbRF6HTn8hwJFNqEjZ/inKh/KQzG8+8WtRe+Kbnfi1qD31ohAHdx5m2YyVHD+UgtVupUmHBoZXumOqB3cJSmyQ/YQQVYstyH3qwfYTIeKaGkQif4LOQmd9gYq+P7QxhULEdeDZBq6v/TZVMU+gbF1LISgh/CsPyfySE79eoJQynV7RRikVDZwLuICVZRFcRbN7w17effAzfpv/Z4GDq7GJMVx4+2DGPTwas8X/D8O2vVoSmxhD6lH/1SNO12t0d0PthRBVU2s/ZSZD3S9YXp+PH3fvYubmvBr7ZmWicXw8Y9q2p0PNIC8rKse09uRtN9FuMFXLV0ddaw86Y3LJJsiajo66K281vBxRygQxz4K5MTrzA9DHCzYyN0JF34dySKlkUX6UeTKvtd6ulFpIXq3524HXT3v730Ak8LbUmPdvwy+beWjIJLLSXIW+n3o0jU+enMaWP7bz+IwJWG3Fr9Lb7FaGXN+fqc99E3AMjds3oE3PFv4bCiGqvPMbNKJOdDQH0tMD7tMioTqda5fePuWV+/by4KIF7E3Lv9PztwP7mLp+HR1r1uZ/g4bSIK7i12jQ3oPorCl5h1d9/1wQqG29URHjwd4HcpaA71AJJ0oBzy6w+i1SV+qUMkHUTRB5DWQvQOeuAp8LTLEoe1+wnVPiC9KECLXyUM0G4DbgCPCaUmqmUuo/SqkfyLv9dQvwSJlGVwEcP5TMYyOfLzKRP93Kuat4e8InAY17yb3DqdXQ/35DALPFzM0vXS0fdEKIgJhNJq7rWGjdgiLd0KlLqX3G/LhrJ1fNnFEgkT/dX4cPcsn0KexMSS6VmMJFZy9GHx0EmW/lS+QBcC9Dp9yMTrkNnRNYtTL/E/r/WVWWlLKhnCMwxTyJKe55TDEPo+w95OebKJfKRTKvtd4OdAE+AroDE4AmwGtAD611UtG9BcCcyQtJSwp8dWveO9+TfMT/meLY6jH8Z8Fj1Grk59ZFm4WHPr+LTv1Dd4ui1+Nl/7aDbF+ziyN7jhqqdy+EqBiu6diJC1u0Cqjtle07Mrql/yo2oXAsK4vbv52Dx+fz2zbJlcWt82YbrsxTXuic5eiUfwF+Sn7m/JD3TyiYKv6TDCHKizLfZnOS1novcG1Zx1EReXI9zH93kcE+Xr57/wfGPjTKb9t6zWrzf789x+w3FzDvne85tv+ffYR2p42+Y3sx+u5hNGp7luHYC3P8UDLz3l7EvHe/J+nAP6tdjdqdxYhbBzHwqj44IuwhmUsIUbZMSvHfgYOpFxPDB3+uwuXxFGgTZbNxa5du3NK5W6mtjE5bv46s3NyA229JOsbyvbvpfVbD8AUVBlp70WmPAd7AOpR0iw2ApRmYQ/PzQggBqiqsdiqlVnXq1KnTqlXGLkCqKHZv3McNbe4x3K/LoA7859tHT/3elZnNkinLWTJlGUkHU7BYzTRsW59hNw6kfZ/WKKXwerxsWbWD9OMZ2CNsNOnQkKi4yJD9b/n75408duHzZCQXfUSiYZv6TJr/MDXqVw/ZvEKIspeWk8M3m9bzy769ZLjdxNjs9G7QkJHNWxJpK73DklprzvvoPfanGzv8P6hJMyYPGxmmqMJD5yxFJ99UqnOqmCdQEVeU6pxClKbOnTuzevXq1UXdfxRq5WZlXgQvO8P/bYiFcZ3Wb/Hny3jjjvfJSMmfRO9ct4clU5bTuEMDHps2gXrNatOqe7MzhwqJHWt38/DQZ/PFVZhd6/cy8YKneXXFJKLjo4ptK4SoOGLsdq7u0ImrO5TtHX/pbrfhRB5g07GjYYgmvLRrTulOaGkBDv9PhIUQgSsXe+ZFyUQGuTJ+ckV9/ruLeO7K1wok8qfbsWY3d/d6lP3bDgY1VyAm3/uR30T+pL2bDzD9v7PDFosQourK9Qa45eQM7iD7lSlfKX4BsTRFxb+LMkWU3pxCVAGSzJcSbxg/5Os0qUmdpsZrHXcdfDZ7Nu3n1dveDah96tE0Jl3+P0MHUbXWbPhlM99/8iMLP17KX0v+LvTPYvfGffz1w98Bjwvw7fs/kOsOfE+rEEIEIsZux2oyfjFVYmTothyWniAv4FLRgbc11URF3Ymq9iXKXPnq8gtR1mSbTZhorVm/YjNzJi9g5dxVZKW5sNqttO3VkhG3XECPkV2wWEPzx28ymRhxywW8fV9g5SYBHJF2Blx5Hh89OhWf13+1hpO2rt7J+hWbaXtuy2Lbeb1e5r+7mFlvfMvuDfvyvVezQSLDbx7IqLuGYnfmHWT9adovAcdwUsqRVP5asp6ugzoa7iuEEEWxms0MbtqMOVs2Geo3vFkFvGPD0gzcRstNKtCBVk9zQMK3KLPxLZFa5x2GVkpSFSGKIyvzYeDKzObJ0S9yT+/H+OGLn0/Vfs/NyeXPxet46tKXuOXs+zm483DI5hxyfT9qN64ZcPvLJ47Carey8JOlhufyVzkn153L05e9zGu3vVsgkQc4vPso7z/8BQ8MfPrU1p7jh4Kr0Zx8KCWofkIIUZzx7TsYam83m7mkdZswRRM+ynlpEL2MFM7IhowXAx/Zewhf+mv4jvRBH26NPtwa35E++NJfRXtDUElHiEpIkvkQy3Xn8viFz7Ni1u/Fttu9YR8Tzn+CYwcKuS46CJGxkTz77SPUOMt/hZeRtw1i3MOjSTpwPKBLps60Z2PBBP10r936Lsu/+c3vOBtWbObpy17C5/NhsQW38mK1F3+LrRCi4vP6fCzZtYOJixZw89yZ3PntXN5b/QfJrvBdPNSldl1DNe0n9jqPOIczbPGEi7I2A1vP8E7imhXQ9kydNR19tB9kvgG+085n+Q5C5v+hj/ZDZ00NY6BCVEzy7CrE5ry5MOC930f3JvHWvR/x6NR7QzJ3vWa1eePX//DFpK9Z+MnSAol6s06NGH33cPpf0TuvzGRucPv4PcX027NpP999uCTgsVYvWsefi9fRqF2DoGJp2LZ+UP2EEBXD99u38cyypQVuYZ27dTP//eVnLmvdlkd6n4/dEtofZ0opnu1/AV6tmbV5Y7Ft7+/Zq8wr8JSEin0enXQ5+PYH0NoCFLwLoHhZ4NkA1qKfXOisr9Bp/i5796DTHgdMqIjLDMYgROUlyXwI+Xw+Zk9eYKjPz1//xrEDx6lep1pIYoivGcftr13Hdc+O5Y8Fa0g+nIrVbqFxh4Y079w434Ur8TVjMZkUPp+xuwYyUzL55MlpdBrQjjbntsw35ty3FhqOefabC5j46R28PeFjstIDX2lrc26LkF1UJYQof6Zv+JuJixYUuanD7fXy2bo1bE8+zgcjR4c8obeZzbx8wRCGN2/BZ2vX8NPunadisZnNjGjekvHtO9KhZsU+1KnMNSFhCjrlbshdXUSjSFT0RHTaE0HNoT0HUUUk89qbZGhcnfZvsPdFmRODikWIykaS+RDasGIz+7caK93o9Xj54fNlXHb/hSGNxRnlpPfF5xTbJjI2knNGdPG7JehMh3Yd5dOnpvPpU9Np1O4srnryMnqN6g7Ar/OL+EFQjF/nrcYeYWfojQOY8XLgNY9H3zXM8FxCiIrh7yOHeXjxwoB2Z/+yby+Tli3lqb4DQh6HUor+jZrQv1ETkrKyOJKZgclkok5UNNH2ynMTtTLXQiVMReeuzdvKkrsRcIMpAeUYCo4RKFMkOu3pvNeNjm8q5tIv1wyDY+bm9Ym61XAcQlRGsmc+hA7tCq5e76GdR0IcSeBG3DqoRP13rtvDvy/+L1+/Mg+g2Jtbi+L1eMnOzOHaZy6nfZ/A9qiOvmsY513Sw/BcQoiK4YM/V+E1UAZ3+oa/w7qHHiAhIoJWiTVokVC9UiXyp1PW9phin8VU/RtM1edhqvYJKuJylOlE2U1L4+AGNjcq8i3t+trwcMH0EaKykmQ+hE7fbmKwY2gDMaDzwPb0H9+7xONMvvcjfp23CkdkcD/g7E4bNoeNZ+c/zAXXnI/JVPifiSPSzvXPjuOWl68uSbhCiHIs2eVi3tbNhvrkeL18tXF9mCISp0TdZbyPpS3KUsz5Jm8ge/XP7HOg0EO12rMdnfEOvvQX8KW/hs75Ea0r4GVeQhgg22xCqHaTwEtDnq5OkP1CQSnFhPduRSnFok9/KtFYX/znG9r2askPX/xsqF9UXCRfvzqfQdeeT0y1aO7/4Hau/vcY5r+ziPUrNuHKyCa6WhTdh3Vm4JXnERlbES9mEUIEatOxo+T6Ar//4qS1R6R0Ybgpez+0qQb4DDxRtvVE61yUKqr6WMnXFbV7DTrjJXCvzP96JmCuB5E3gvPy4BfdhCjHlJHbPCsqpdSqTp06dVq1alVY59Fac0Pbe9izMfBVBovVzBd73ya+RmwYI/NPa82apeuZPXkBy7/5zdBFUqeb8P6tvHT95KD62hxWRt05lGsnjcVsDvJWQiFEhbd0106um218G4XtxOeG02Ll7Nq1Gd+uI30aNMRskofQoeTz7INjQ4HswDuZz0LFv4WyNC043rER4DH2JAZzE0yJ3wKgs5egU+7A77575zhUzBOS0Iuw69y5M6tXr16tte5cGvPJJ1wIKaW48PYhhvr0uaxnmSfykBd7x75teXzaBGalfsK4h0cHNU5Wmot257UKqq87O5cvX5jFc1e+ji+IVTkhROUQ7wyuXrvb68Xt9ZKak83SXTu5Yc43jJj6GfvT00IcYdVmstSDxO/AZKA0sHcPOmkc2rOrwFvKebHhGFTEJQBozzZ0yl0EdIDW9QVkfWh4LiHKO0nmQ2zYTQPoPiywesN1mtQsl3u/HRH2oC9xys7M4fHpE2jQul7Q8y+dupyZr30bdH8hRMXWNrEGdaNjQjLWpmNHGTNjKkcyM0IynshjMtfBVGMxRD0ceCedgk6dWPB15yhQEQZmd4Izb8FJZ36AkScEOvNdtDZejUeI8kyS+RAzW8w8Pn0C/a8o/lBp8y5NeOnHp4hLLPtV+cJExhr5YP1HVFwkcYmxvPLzMwy+rh82R3A3tH7z2jy8Xjm0JERVZDaZGNeufcjGO5Cezr9/DPwyO2FA7nKD7Vejczfke0mZYlGxLxBYSqJQcc+jTPFoXyq45hqb35cE2cbugxGivJNkPgxsDhsTP72Tt/58kWE3DSShTjw2h5XY6tH0vLAr//nuUV5f+WzILooKh66DOwbVr8ugDkBeUj/hvVuZsu9tLvyXsa1HkFfmc9XCtUHFIISo+Ma360iT+NB9Ri7cvpWD6ekhG0+A9h6GHOOFE7RrRoHXlOMCVNzroKL89Fbo7G/RvhTIXYehffsn53f/ariPEOWZVLMJoyYdGnL3WzcBN5V1KIbVb1GXs/u348/F6wLu0+H81tRpkv8mxJhq0dRuVCOoGHas2UW3IWcH1VcIUbFF2+18dNHFXDPzK7YnHy/xeF6t+XrTBm7v2t1vW4/Pxw87t/Pl+r/ZkXwcj89H7ehoRrVszcjmLYm0FXMBUlXi3Q8BXet1Bs+eQl9WjoFoLJByO+AporMPsr9F526ByBuMzw0nStwIUXnIyrwo0lVPXobFGnhVmXU/beSl698kx5WT7/Vcd1EfysVzZ+cG1U8IUTnUjY7hq8vG8UDP3tSLKfke+n1pqX7brDtymH6fvM8t82azZNcOdqemsD89jT8O7OeRH76nxwdvM3fLphLHUjkEWw2v8H7aewxS76PoRP403u2Q9Xlw06vQnMcQoryQlXlRpLbntmTiZ3fx3PhX8eT637/u82m++3AJh3YdYdL8R7DZ8/bLxwVZrSe+Vlyd5fr8AAAgAElEQVRQ/YQQlUeM3c4tXbpxY6curD96hGSXiz8PHeS1334xPJa/Uszrjhxm7FdfkpVb9EJChtvNnd/NI9frY1SrwG6sLkqm2833O7axPz0dBTSMi6d/o8bYLeH50aw9u9FZUyF3NegsULEoR19wjkaZ4o0PaK4bXCDmIgokuL4EbWArlOfvvIOzOsvQ9Mpe8osShShPJJkXxepzaQ9qNqjOG3e8z+bftwfU568l6/no0Snc9OJVAPQc2YXX7FZycwJfabdYzZx7UdegYhZCVD5mk4n2NfO28cU5nUEl8/Viil5Y8Ph83D5/drGJ/OkeXLyAbnXrUTeIJwap2dm88usKZmxYT2Zu/soq1ZxOxrXtwO1du4csqde+THTaI5A9v+B7ub9B+v8g6maI/JehGuzKXAtt6wnuFYbiUc6CpY+19qGzvjQ0DgCmeuDdYqB9bbD3NT6PEOWYbLMRfrXs1sxwqcp57y7ClZl3MCkmIZrzL+9pqH+v0d2pViuIlSIhRKXXvkZNmldLMNTHpFSxK+k/7NzOvrTA69F7fD6++HuNoRgAjmRmcOn0KXy85s8CiTzAcZeLN35fyfhvppPhLnkJRa1d6OTrC03k/+FGZ7yOTn/K79OLM6mIK4wFZGkL1kIqFfmOgi/IG3xV4E9/VdRdKCWXElZGWvvQOcvxpb+EL+0pfOn/Q7t/N/x3uiKSZL6KOrovic8nfcUL177B81e/zgePfMGeTYXfXLtr/V7WLzd2O19WmoulU/8pWXb1k2OIrxnYB25s9WiufWasofmEEFWHUoorOxg7HD+gUZNia9dPXR/4Yf+Tpq1fh89AouDx+bhxzky2BXCgd9XBA0xYWFwCXvQcaTk5eE9cvKfTX8rbVhOIrM/9JP2FsA8Ax6jA2qooVOxzha/+65yCrwU0pg8V/05A++BV1N2oiOAuRBTlm3bNRh8bgk6+FjLfhqzPIHMy+vgV6KSR6OzvyzrEsJJtNlXI9jW7mPHyXFbM/I2sdFeB96f85xvO7t+OO//vBuo1r3Pq9R1rdwc13851/1QsqNkgkecXPsbDQ5/l2P6if5BVqxXHpHkPF6iKI4QQpxvTph2Ldmznx907/batFRnFE336FdtmZ3Ky4RiSXC7ScrKJcwR2Y+0PO7ez7sjhgMf/fsd2/j5ymLY1ahbbLsfj4dttW/h83RpWHTwAgFkpLmhUm1c6T8Mc+M4ZdNYnKOewgNsrpSB2Elo5wDWl6IamGqj4t1HW5kW8H+QZKRWPsp0NCTPQGf934svIGVulrJ1QkTeiHP2Dm0OUazrjDXTGa0U38GxGp9wO0Y+iIq8qvcBKkSTzVUBmWhbPX/U6v8z+w2/bPxev486ej/DfH56kcfsGAHhCVI2mUbsGvP3Xf5n/7iLmvv09h3cfPfVeYr0Eht00kGE3Dyi3F2kJIcoPi8nE5GEjuP/775i3teg9003iq/H+yFHUjo4udjyv9gUVh8cX+Mr8Z2uNb8v5bO1fPDdgUJHv705J4brZX7MzJf+XEa/WxLIIszJYhz33T3TuZpS1RcBdlLKgYv+NjhiLzpoC2d+CTgEsYG2Nco4F5zCUchQ9hikGbTsH3CsNhascF+T9ammIinsR7XsIcpaBLwWUA6wdUNaWhsY8k9ZuyPkBPNvR2oMy1wTHoOAODYuQ0q65xSfyp7dNfwYsjSrlAWhJ5is5V2Y2Ewc9w6ZftwbcJ/14Bo8M/w8fbHwFZ6Qj6KoyCbULftDFJERz+cRRXHr/SPZvPURWWhbOaCf1mtXGbJF9jEKIwDksVl4bPJwbzj7EZ+vWsGjHdlJzsnFYLHSqXYcr2nVgQKMmWM3+P1tqRUUb2jMPYDWZcAZ4SNWnNb/sK7y+enFWFNPnUEY6Y7/+kkMZGYW+3zw2yPr8nq1gIJk/SVlbomL/DbH/RmsvYDJ2oDbiCrShZN4JzvxbfJSpGjgvNDBG0bR2ozPeynvi4Ev653WAtGfQjmGo6HvzkntR6rTW6My3jPXJeFuSeVHxfPz4l4YS+ZOO7UtiyZTlDL2hPx3Ob0NsYgypR439oOszpuhDr2azmbNaBlnWTAghTlBK0aFWbTrUqg3kJc0mAwnkSaNatuaPA4WfGypKrs9Hn4/e49au3bmuY6diE9dsjwdvEAfxijsE++zPPxaZyANYTME9bSiwTSUIQR0ytfcHA6vzKvpOlCk8NeO1zkYn31JMpR43ZH+Ddv8C1T5BWRqGJQ5RjNw/wGOgkhFA7m/o3K0oa7PwxFRG5ABsJebKcPHt+4uD7j/3rQUA2OxWhlxvbK9hx75tJFkXQpS6YBJ5gJHNWxJtsxvudzzbxaRlS3l62dJiq2Y4LBbMQcQWVcRts0czM/luW/ELNUddEYbnA8AU3K3dJaWUBRX3Bli7+G8ceStEXBe2WHTqY4GV3PQdQiffiPYZq3UvQsDtf+twoXKD7FeOSTJfif04fSVZaQUPugZq6+qd5LrzVmguvW8E9ZrXDqifM8rBLS9fE/S8QghR2iJtNib1GxB0/4/+Ws3XmzYU+b5JKXrUO8vwuOfWb1Do67O3bMLjK37lfe7epgAYeiBgqgG2bgY6hJYyxaCqfYSKeRIsZx6WVWDvi4r/EFP0PYa28JxOe/ejMz/Fl/4aOuMddM7KfF/EtGc3ZM8KfEDvbsieE1QsInja4GVh/3SsfF+8ZJtNJbZvs7FHxoVxu9wkH05lwYdLqNO0FscPpRT7BSEqPpKnZj5Ikw4NSzy3EEKUpuHNW5Lr9fHg4gV+E+XCvLvqd0a3bF1kkjm+fQd+3musOtgV7ToU+vrBdP83pe5Mj+PnQ3XpVcvAzwLnpShlDbx9GChlg4hx4BwLns3gOwxYwdIYZQ6+0pnO3YzOeAVylgAnSneefNPcCCJvAOcleYd4jY6d9QUqYkzQsQnjlCmWoCrIB1DGtKKRZL4S83mD3S+Zx2Q2cVvXBzmwzX8ptWq14xl24wCG3Tyw0IOvQghRXmw8dpSV+/aS4c4h2man11kNaHriEqpRrVrTrW49XvrlZ2Zu3mho3C3Hk/j9wH661a1X6Pv9GjWhXY2aAZenHNi4SZFlKU0BLkpP+qsn0/rPJNoawD54S3NU5PWBDVwKlFJgbQmUrBoNkLf6nnJL0auy3p15t+R6NkJOgHX5T+fZiPalokxSja3U2M4DXjDYyQxyAFZUJNXrGbsh8Uw+r89vIm91WHnw4zvoNaqbVKMRQpRry3bv4rXffjlVi/10PerV545uPTinXn3qxsTQOrGG4WQeYO3hQ0Um8xaTifdGjOKKr6f5vTiqS526vHzB0CLfbxgX2KLJ1rRqXPPjMN7p9R0JjmLKVFpao+LfQZmiAhq3ItGePeiU2wLbXpH1GaggF6R0JiDJfGlR1uZoa1fI/T3wTvZ+JXq6U17JnvlK7PwxPbFYw5tg52bn8tINb5J0IMgSaEIIEWZbko4x9qsvuXrWV4Um8gC/7NvLld9M55uNefvesz3B3a+R4y2+X2JkJNMvHcs1Hc4u9HBrgjOCO7qdw6cXXUJkEYdfAYY3bxFwWcw1x2sy+LvLeG/r+WA6ozCBtV3erawJX6LMZXPwNRS01ifKYRbyXtZHoIuu+lOwg7HKbaeoyvdFqLxT0XcDgeY5DlTU7eEMp8zIynwlVq1WPL0vOYclU5aHdR5XejYzXp7Lba9cG9Z5hBDCiFyvlyd//IEpf68NqL1Xax5Y9B11Y2KIdwZ2q+uZArkNNtbh4PE+/bivZ28Wbt/GgfQ0TErRMC6efo0aYwugLn6M3cGoVm34Yl1gF1Elu53YY25BJXbM24Ous0DFoszVA+pfHmnthuyFeXvcc9cAbrSKBcdAVMQ4lLUt2pcJrpkGRy78S0GxrO3CViZTFE3ZukLsi+jUB4Divkg7UPGvoaytSyu0UiUr85Xcjc9fSfW61cI+z7fvL8aVafCmQSGECBOf1ty/6LuAE/mTvFrzxm8r6dewseFSkmal6N+occDtI6xWLmrZitu6dueWLt0Y3LRZQIn8SQ/27E3L6okBtR3QqAnj23VEKRPKXBtlaVKxE3nPdvSxoejUe09sszhRj1+ngmsGOmk0vpT70Ll/GVuVD5apHtonT6jLgnIOR1WbAvYBFExrLeAYhkqYhrKfXwbRlQ5J5iu5xHoJvPjDk9RpGt49YtmZOWxcafxyKiGECIe5WzYxe/OmoPr+vHc3Lk8uAxo3NdRvYOOm1IqKDmrOYETb7Xwx+lJ61i++5OUlrdvw+pDhmE2V40e+9uxBHx8PXj836mbPhvRXg5vEVPi5hyLlfIs+0htf6iNSc74MKFsHTPFvohKXoGJfQsU8hYp9GZX4I6a4/6GsJT9EXZ7JNpsqoF6z2ryz5r8smbqCOZMXsOWP7WGZJzMlMyzjCiGEUZ+u/atE/X/Zt5d7zzmXn/fsJjO36FtYT4qy2bjnnHNLNGcw4hxOPr3oEtYcPsRna//itwP7yHLnEm2307dRY8a360Dj+PA/nS1NOu0J8CUF1tgT5N8DWxfQLSDHyMWLueCajvZsgfiPUKbI4OY+jfalg2sm2vUVePcCGsz1UM6LwTlKtvacQZlrg3NEWYdR6iSZryLsTjuDr+3L4Gv78tu3f/LIsGdDPkdOVg7ubDc2R9GHtoQQItx2JB8v8qBroDLcOTRLSOD9kaO4ae5M0nJyimwbY7fzzvCLaJZQsgpiwVJK0bFWbTrWCuxiv4pMe3aA2+g5MBMn68oHStnPA8dgyPoEnfUZePcF3jl3DTrtCVTcf42FeQad/X3eXnB9xkKZZxM6fRJkvAyxz6EcQ0o0j6j4KsczN2FIVlp4HgE+f/UbjE64lpdumMy2P3eGZQ4hhPBnb2pqiceIstkB6Fa3HnPHXsm1HTsRfeK1k6Jtdq7t2Im5Y68sshylCIz2ZaBdc9GZH6AzP0HnrEDrggm4dn0TxOgG71wxJYDjApSyoCKvQ1X/Huz9jI2RPRftPWSoS15FnhOXWWUvRKf8q2Ain6+DC51yN9o131hsotKRlfkqyGoP3+1+OS43333wA9998ANXPXkZ4x+7JOgrt4UQIhhB3Qp5hh716p/693oxsTx2Xl/u69GLdUcOk37isql2NWritJbtbakVnfYdR2e8Aa5vCiau5rMg4iqIuAKlThwM9gZ5s7mKCKzOPKAib8u7hfYUN7h/MzihD501DRV9Z7GttC8Dsmehs74EzzbAgzYlgC+VwP4ma3TqRLCfgzJVru1UInCSzFdBTTo2LJV5PnlyGharhbEPjSqV+YQQAqB+TMn2Efeq36DQfeZOq1VW4ENIe/ahk68qeguLdw86/Rlw/wFxL6GUFQhycSjqX5AxGXR68e3s/SFifP7XPDuDq4jjWVfs2zrn1xOr72c8SQr0PMAp2eD6GiJvMNhPVBayzaYKqtWwBl0HdyyVuT56bApH9hw13G/Lqu28/9DnvHT9m7x2+3vMf28xrgxXGCIUQlQ2TaolcHaQ+8fNSvGvbueEOCJxJq1d6OQbAtuLnvMdOv25vH831y++bRGUvS84LwxgrsWQ9Un+13SQZZd10ecstHsVOvn6gol8kHTW9JCMIyomWZmvoi6+Zzi/f1eyag+B8Pk0895ZxLXPjA2o/foVm3nr3o/Y9Nu2Au+9fd/HDL/5Aq55egxWmzzaFkIU7cr2Hfnz0EFDfcxK8cKAwbL6Xhpcs8G7I/D2WV+gI29EOUejM980Npf1bMjdBFmfBdRcp08CS6O8Q7AAwW5fUXGFj6+96NT7OVUbPxS8e9Fay7bWKkpW5quozgM7BJxgn2SxmjFZjP+VWfz5soDa/TpvFff1e7LQRB4gK83FtBdn8fiFz5PrzjUchxCi6hjZohVDmzYPuP3Zterw6ahLGdUqNDdEur1eth9PYv2Rw+xPT0PrUOzkrxy01nm3thrizduDbjkL7H2MdXWOQ2e+ZaiLzjitvbkBWAL/u3SSclxQ+Bs5PxqrjhMQ+ftVlcnKfBU27uHRxFaP5sNHp5B6rOA+QmVS1G5ckw59WtN1SCd6juzCsIgrDM+TdCD/rXgHdx5mwQdL2L1xH16Pl4Ta8XQ4vw0vXvcmHndx1zHn+WPBGt6e8An/ev16w7EIIaoGk1K8PGgoTquVrzauL7JdvMPBiwMH069Rk5DMuz89jc/XrmHa+nUcz/5na2Dr6omMb9+Ri1q2wmGpXE8WtfcIuKahXXPAdwQwg6UpKuIycAxFKccZHZLBs8H4RO7lwJ2omKfQSZeemMsPx3Aw1wbPZmNz5f6Bzt2MsrbIW+2OGItO+3fg/U9UxCmMdn1lLJZAmOvIqnwVpqrCaoFSalWnTp06rVq1qqxDKZfc2W5+mrGSFbN/J/14Bo4IO63Oac6Q6/sRXzP/Y8JhEeNwZxtbFXdE2JmT8RkpR1N55ea3WTHrjxKvUllsFqbue5vY6nJhhhCieOuPHObzdWtYsH0rydnZOCwW2teoxRXtOzCoSTNsZnNI5lm2exe3zp9NVm7Rn5FtEmvwwcjRJEaW/EKhsqa1hqyP0OkvAkUsxJiqo+LeQNk6/dPPsxt9bKDxCS1NMVWff2KMPeiUW05UgCmCcwwq5nHIfB+d8bLh6VTMk6iIcXnzaRc6aWzAX0JU7PMoZ+HFH3zHLgruy0xx80XdjYq6LaRjiuB17tyZ1atXr9Zady6N+WRlXmBz2Bgw/jwGjD/Pb9sGreuxdbWxGvL1W9Ul+XAKd/d+jAPbjNXdLYrH7eG7D5Yw5oEADjQJIaq0NjVq8mz/C3i2/wVh21e8+uABbpw7E7fXW2y79UePcPWsr5h+yeVE2ir4BXuZ76EzXiy+je8Y+vg1UO0TlO1E4QUV5BeZ0/opy1mQMAdylqKzvoDcdaBdYIoHx0BUxFiUpWleCAGWpCzgtH5KOSH+3bxDq55NxYcZ/XCRifyJFsHFUyQrOC8N8ZiiIpE988KQoTcaX00ZftNAnh33SsgS+ZM2rjT42FQIUeWFI5HXWvPkjz/4TeRP2nTsKJ+s/TPkcZQmnbvZfyJ/SjY69V60PvHnY0qAE4m2Ibbu+X6rlBnl6I+p2vuYav6GqdY6TDV+whTz2KlEHkCZYo3PBaDyP/lV5kRUtSmo6AfzauDnYwHHEFS1qajIa4of13Jm35JRMU+gzIkhHVNULJLMC0P6X9GLmITogNtHxkZQr2Ud/lpS9J7VYG1ZtYObOkzgyia3c0un+3n/4S84vNt4GUwhhCiJtYcP8feRw4b6TPl7LV6fwZtJyxGd9YWxDt59kLMUyPtCpZzGCjCAQjkvN9jnBJv/p84FmcDeu2AUpkhU5PWo6gtRCV+h4t9BxX+ESvwRU9yr+bYTFUU5Lw4insJYUDFP551NEFWaJPPCEGeUk8enTwj4FtnM1Cw+eMjgh36Aju5NYue6PRzaeYTtf+1i6nPfcFWT23nttnfx5Po/SCuEEKEwd6vxp4T70tL467Cx0pnlhdZuyJ5lvJ9rxj+/cY4Cs4ESoM7RKEtwJUOVtRlYuxnrZO+HMhd9V4FSJpS1Hcp+Psre09jKuK0XmBsai8dU47R/r4OKugOVuAQVMcbYOKJSkmReGNbh/DZMeP/WgB9Xr19RetthfD7NnLcW8uwVr+KrwKteQoiK42hWZnD9MoPcy13WfMfz7ScPmHfvqX9VpihU/DtgCiAJtvVCxRioJFMIFX0XEOhBZwcq6l8lmq/YWJQJFfcS4PDbFkBF3YGpxs+omhtRNTdiqrE0L5k31wxbjKJikWReBGX1orXlum7yshkrmfvW92UdhhCiCrCagquGE6oqOqUv2M/+/P2UpSkqYQY4RgKFPO01VUdF3YmKfxulSnZYWNm6omJfwn/dDwcq/jWUNTT3DRQZj7Udqtqnfr7MmFFR90Fk3hcLpcwoVVH/zoD2bEPn/ITOWYb27CnrcCoVqWYjDEtLSmfp1OVlHYZfM1+fz4hbL5Dau0KIfLYdT2JXSjJerakTHUPbxBol+pxoWd344UMFtEioHvScZcqUQN6qcraxfuY6BV5S5tqouP+ivQ9BzgK09whKWfIOyNr7lTiJP0nnbkXnrsm7Dda7C3zHyP/lwgKOwajIm1DWliGZ0x9l6wCJP0D2t+isqSfKbHryEnzHcFTEGJS5VqnEEi5aeyF7Fjrr87yKQ6e/Z+2GirwS7PJzuqQkmReGrflxg+Fa82Vh7+YDrFu2kfbnhXeFRQhR/mmtmbt1M5+s+ZNVBw/ke69ZtQTGt+/ImDbtglotH92yNS+uWBZwNRuAPg0bUTemYt6ToZQN7RwOp++BD6RfMQc/lTkBIsaFvGij9uxFpz0C7pWFNzDXB+c4lPNClLn0v1wpZQfnRSjnRaU+d7hpnYNOuRtyFhfeIPc3dMpv4LwEYp6u0E8dyppssxGGZaYEtz/UiIgYZ0jG2btpf0jGEUJUXF6fjwcXL+Cu7+YVSOQBth5P4omli7lu9tdkut2Gx493Orm4VRtDfa7t6L/qSXmmjN4GbqoB9v7hCaYI2rMTfXxM0Yk85O3jz5wc2G2yImBaa3TqxKIT+dO5ZqDTnw9/UJWYJPPCMGdUYId2gtX5gg5MPfAuzy14lIc+u5PHZ9zHkOuD+yHg9cghWCGquv/8/BMzNvgvj7ti7x7u/G5eUOeBHul9Ph1rFl395HR3de9B77MaGp6jPFHWNhAZ6I2jFlTsiygVWBW0UNDag06+5cR2Gn+N09DJN6O1wW1Domi5f0H2vMDbZ30s++hLQJJ5YVjrni0wmY3/1Tl/TE+/bc7u347Hp0/AGWGn88AO9BvXm96ju9OwTf1gQqV6vWpB9RNCVA770lL58K9VAbdfsmsHv+zb67/hGSKsVj4ddQkjmrcscqtItM3Ok336cVd3/5+FFYGKugsVdQfF3miqovNqsdt7lFpcQF5Ne6+B28p9h8E1P2zhVDWG7yFAo11fhiWWqkCSeWFYYr0EeozsYqhPzQaJTPzsTl5c/ATnXtQVkyn/h3/Tsxtx77u38Oz8h4mILrjFps+YnpgtxvbTxVaPpsugjob6CCEqly/WrTVce+XTtX8FNVekzcarg4fx4zU3cFuX7vSodxZn16pN34aN+U+/gfxy/c1c1eHsoMYuj5RSeSUSqy+EiOvAdHLPuQkszVDRj6ISl6LsvUo9Np01xXgfV3juRKlqtNaQE0Q1uewFoQ+mipADsCIoYx64iJVzVuH1BHbga+xDozCbzXTs25aOfduSdDCZ/VsP4sn1klAnnrNa1i32NHtC7Xh6je7Gj9N+CTjGIdf3xxbg5VZCiMpp0Y5thvss3rkdr8+H2RTcele9mFju6xnaBHZXSjJT/l7L6oMHyPZ4iHU4GNi4CaNatiHGbg/pXEYpSwNUzESImZhXvQRT2Vcnyf07iD7r0VqXfewVnju4ewh8yaEPpYqQZF4EpWGbeoy8bRDfvD7fb8nhHiO7MPTGAfleS6gdT0LteENz3vTClaxbtonjB/3/B9+wbX0un1j5qgMIIYxJzja+D9rj85GZ6ybGHt7zQYHIcLuZuGgB87dtKfDeir17eHH5z9zZvQc3dupSLpLQ8lORxPhBZvACHgqteS8MsJK39crgMzFV9v+9VVSyzUYYknw4hf+78wMur3cz37zmP5EHWDlnFT9OW1HiuWuclciLi5+gVqMaxbZr1rkxzy98jMjYyBLPKYSo2ByW4NasHJayT+iycnO58pvphSbyp9p4cnlu+U+8sGJZKUZWAZiMLRYBefv7S/GQbmWllAmsbY13tLYPfTBVhCTzImD7th7kX90fYuYb35KV5gq4n9aaF675P44dOF7iGM5qWZd31r7EPW/fTJOODfO91653Kx6ZcjevLn+GarWC+CAXQlQ6Z9cOrMLM6dok1igXt7NOWraUNYcPBdT27VW/s3jn9jBHVIHYBxnv4wiijyiUco4z3idibBgiqRpkm40ISGZaFg8PmcSRPQGU+SpEbk4u3767mCufuLTEsTgjHQy9cQBDbxxAZloWroxsImMjcEbKIzohRH7j23Vk7pbNBvt0CFM0gUt2ufh6o/9ymqf78K/V9G/UJEwRVSwqYiw6632DfQzWzhdFcw6FjFfBF9iXUSwtwFb6B6UrC1mZFwH57v0fOLjjcInGmP/eoqDqNxcnMiaC6nWqSSIvhChU1zp16VQr8NX5WlFRjGjRKowRBWbm5o3kGLhRFvL20O9MkUOEAMpyFkRcG3gH5+i82vkiJJRyouLfBhXALcemmqi4yXnbc0RQ5E9O+OXz+Zg9ueQlo47tP052plzKIYQoPUop3hw2kgaxcX7bxtkdvD9iFBHWst83vfnY0aD6bUtKCnEkFZeKfgCcY/w3dAxFxTwV/oCqGGVthUqYBtZuRTey90ElTEdZ6pVeYJWQbLMRfh3YfpgD2wJ8VOaH3MgqhChtNSKjmHHpWJ78cTHfbduKt5AnhD3rn8VT5/encXz5uGjO4wvuszLXZ2w1vzJTygwxT4G9LzrrU3Avz9/A2jVva41jsKwKB0lrD+QsQbumg2cX4AVzHZTjInAOQ1kaoxI+Q+duQbu+Ad+BvI7mBijnJXlPUESJSTIv/MpMDaJebCEiop1ExBS8EEoIIcItISKC14eM4FBGOl9t3MCulGS8Ph91omMY1bIVTaollHWI+SRGBleNK9h+lZVSChz9UI5+aO8B8OwFdF7CWYJEUvuSwf07+DLAFAnWzihzdf8dKxGduxadcjd49+V/w7sX7f4V0p+D2P+gHANQ1uYo64NlE2gVUObJvMqrA3Ub0BE4G2hNXpHSG7XW75VlbCKPMyo0+9H7X9EbU5CXsAghRCjUiorm9q7dyzoMv0Y0b8nbq3431KdOdDSdatUJU0QVnzLXAXPJ/ny0Zxs6413Inkf+WvYWtOMCVORNKGvrEs1REWj3GvTxK4Fits7qVHTK7RD3CsoxpNRiq4rKQyp5nXsAACAASURBVGYVCbwCXAPUAkKzn0OETN2mtUioU/JSjyNuvSAE0QghROXXOrEGnWsbSzzHte0Q9K21wj+dsxyddDFkf0PBS6k8kD0fnXQZOrvkZ8zKM63d6JQ7KDaR/6c1OuUBtPdIuMOq0srDf/VZwFCgjta6FvBBGccjzmC2mBl248ASjXH5xFE0atcgRBEJIUTl90SffjgDvPSqdfVEru5wdpgjqrp07mZ0ym2g/d2x4kan3IN2ryqVuMpE9qLAS04CkAOu6WELR5SDZF5r7dZaf6u1PljWsYiiDb9lILHVo4PqO+aBC7luklwGIYQQRrStUZMPL7yYGLu92HbtatTkw4suJtJmK6XIqh6d8X8BJPInedAZr4Y1nrKkXdOM98maFvLS1OIfZZ7Mi4ohvmYcT82eSGRshOG+R/Yek/+IhRAiCN3q1uP78ddyd/ee1IyMyvdeh5q1eHHgYKZdcjmJEXLwNVy09zDkfG+sk3sl2rMtPAGVNc8O4318BwlsW44IRpkfgA0lpVRRz7ValmoglZDX6yX1aBrdhpzN2p82kHQg8ItJlkxZTv0Wdbny8ZLf/iqEEFVNYmQkd3bvwW1du3MwPR2XJ5c4h4MaZyT3IkxyfgaCKPmZsxQsTUMdTTkQZIlp7QUV2khEnkqVzIvwWPTZT3z02FQO7w7uEhOAr1+dx2X3j8TuLP5xsRBCiMJZTCbqx8aWdRhVj04JrpsvtXLmrqYa4DN4oFVFgZKnR+ESkm02SqldSilt4J/PQjHvmbTWnQv7B9gUjvmqgi9fmMXzV71eokQeICM5k6VfrghRVEIIIUQpUca3lwKoIPuVd8p5kfFOzpF5Nf9FWIRqZX47xjZDHQjRvCKMfvv2T96bGLrvXRtWbGbQNX1DNp4QQggRdtZOpduvvHNeBBkvGTgQDMo5LowBiZAk81rr/qEYR5QvX74wM6TjZWflhHQ8IYQQItyUtQXa2hlyDZSbNDcBW7fwBVWGlCkGYp5Ap04MrEPkzShr8/AGVcVJNRtRqN0b97H2xw0hHTM6Xg5rCSGEqHhU1M2G21fmbSXKORoV8zRgLr5h5I2oqHtKJaaqTJJ5UaiNK7eGfMweI7uEfEwhhBAi3JT9fFT0g4E1jrw5uH3lFYyKGIOqvgAibwAVd9o7TnBeikqYiSn6fpSSVDPcykU1G6XURP4pH9nxxK/XKqV6nfj3n7XW75V+ZFWX23XmVdUlk1g/gY792oZ0TCGEEKK0qMjrwVQ770Io786CDcz1UJG3oiKqThlmZTkLFf0AOmoC6FTQPjDFopS1rEOrUspFMg8MBvqc8VrPE/+cJMl8KYpJCO2WmKN7k7in92M8+uW91KhfPaRjCyGEEKVBOYeCYwi4V6Ddy8GXBioSZTsH7OehlJ9tJ5WUUmZQ1co6jCqrXCTzWuvzyzoGkV+nge2xOay4s3NDNubGlVu569xHeW3FJBLrJYRsXCGEEKK0KKXAfi7Kfm5ZhyIEIHvmRRFiqkXT9/Je/hsadGxfEi9c80bIxxVCCCGEqIokmRdFGvfIaKKrhb4CzV8//M3OdbtDPq4QQgghRFUjybwoUp0mtZg072FiEqJDPva8dxaFfEwhhBBCiKqmXOyZF+VXq+7NmLzqeWa8PJeFHy8lMzXr1Hs2h5XOAzvwy5w/DI+7Z9P+UIYphBDlWqbbzazNG5m1eSOHMzIwm0w0rVaNMW3a06dBQ8wmWVsToaM9O8D9B+gsUDFg74ky1yrrsESYSDIv/KpxViK3vXIt104ay8ZftpCRkokzykGLbk05uONIUMm8J9cThkiFEKL8mbV5I48tWUSGO3/J350pyXy/YzsN4+L5v6EjaFU9sYwiFJWFzvkFnTkZ3CvPeMeMtvdHRd2GsrYuk9hE+EgyLwLmjHTQaUD7fK8FW48+oY6UsBJCVH7T1q9j4uKFxbbZlZLM5TOmMvWSyyWhF0HTWVPRaU8AupB3vZCzEJ3zE8S/jrKfWQ1cVGTyXE+USPW6CXQ4v43hfgOu6B2GaIQQovzYk5rCo0sCOx+U7nbzr/lz8OnCEjEhiqezlxSTyJ8uG518Bzp3U2mEJUqJJPOixEbcOshQ+1oNE+kyuKP/hkIIUYF9vm4NHp8v4PY7U5JZtntX+AISlZLWGp3xCv4T+ZOy0ZlvhTMkUcokmRcl1mt0N3qM7BJQW7PFzD3v3ILZXDVvyRNCVA0en4/pG/423G/q+nVhiEZUarl/gWejsT7ZC9HeI+GJR5Q6SeZFiZnNZh6Zcje9Rncvtp3NaePxGRMK7LsXQojKJtnlIiU723C/HcnHwxCNqMx0zrIgenkKOSQrKio5ACtCwu608/j0Cfz+3V/MeWsBv85djT6x97NarTiG3NCfYTcNJLFeQhlHKoQQ4Wdke00o+okqTGcE2S89tHGIMiPJvAgZpRTdhpxNtyFn48pwkXI0DZvDRlyNmKC31fh8PlYvWseWP7bjznYTlxhLz4u6UqN+9RBHL4QQoVPN6cRqMpPr8xrqVysq9Jf0iUpORZRuP1HuSDIvwsIZ5cQZ5Qy6v9aa2W8u4Kv/zeXgjsP53pt8z4f0GNmFa58ZS4PW9UsaqhBChJzdYmFos+bM2mxsL/Oolq3CFJGorJStGzrzTaO9wNo1LPGI0id75kW54/P5ePmGybxxx/sFEvm89zXLZ/7OnT0f4e+fDR76EUKIUnJle2NVu+IcDoY3bxGmaESlZesB5kbG+tjPR1nqhSceUeokmRflzheTvua7D5f4bZeV5uKxC5/nyN5jpRCVEEIY06l2nYATegVM6jcQh8Ua3qBEpaOUQkXdbqCHGRV5c9jiEaVPknlRrrgyXEx/aXbA7TOSM5n1xndhjEgIIYL3+Hl9ubrD2cW2sZpMvDxoKEOaNi+lqMT/t3fncVLUd/7H35+ZYU5gOAURFUQED4L3AVEBRVREjXf8xaiLiSEmajS7an5r1Ji4xo3GrMli4kWi8cga8UTx4PBK4pF4LcYT8AZklGvumc/+Ua3MDDNMd09XV1f36/l41KOZ6u+3+lOfKbo/U/2tb+UbqzhS1vvsJFoWy6qvlJXuHnpMyB6KeeSUBbc/rdq1dSn1eeTmBWqsbwwpIgBIX3FRkS45cIrmnnCyjt1xZ5W1mQxgUGWlztprHy04daaOGsNYefSM9f6erPoaqWT7zhv02l3W/yZZxVHZDQyh4wJY5JSXFqZ+k5W1q9fp3VeWa+zeo0OICAB6bvzQLTV+6Ja6YspUfd5QrxIrUnV5uYrMog4NOcy9Xmp8UWpdI1mF1GsXWfHgLttbxRFS+XSp6Xmp8Xm518qsj1R2gKzXTlmMHNlEMY+csiHFs/JfSPVsPgBEoVdxsQZXVkUdBnKct6yUb7hZqvuz5GvaPFMiLztYVjVTVjq+075mJpXuLZXuLf5ULAwMs0FOqapOb97bdPsBAJBLvOkN+epjpNqbOxTyktQsNTwirzlJXvvnSOJD7qGYR07ZY2rnZxo2p98W1dpu/LYhRAMAQPZ4y0r5ZzOl1pXdtGyRr/2RvL77md+Q/yjmkZJPP6rROy8v0/tvfKjGhqaMb3/SiRPUu39qX0EffsZB6lXKdG4AgHjzDbckUch/2Vq+7iq5e6gxIfcxZh6btXb1Os278XE9fttTWrFspeo3NHz5XJ8BvXXo6ZM147vTtOXIIRl5vfLKMp180TH63b/dmlT7fltU68izDs3IawMAEBX3eqnu7tQ6tbwjNT4nle0TTlCIBc7Mo1Otra266Ue366Th39ZNF92u5f/7frtCXpLW1azX/1z9gM7Y5Tw9e9/zGXvt486foaO/d1i37foO7KOfPniRBm7ZP2OvDQBAJBpf7GSMfPe84fEQgkGcUMxjE+6uX/zLf+vOK+eqqaG52/aNdY36yfFX6x8LXs3I65uZvvur0/Vvc76nkeO22eT5ktISHXzKAbrur1dozJ6jMvKaAABEqvXz7PZD3mCYDTbx4G8f02N/WJxSn5bmFl131o26acm1wbRYPWRmmvrNA3XwKQdoyV/e1FsvvqvG+kZVD+6rfabvrn6Dq3v8GgAA5AyryG4/5A2KebTj7rrn2gfT6vv+Gx/ppYWvabcp4zIWj5lp5wljtPOEMRnbJgAAOafXLpKKJbWk1M1Kdw0lHMQHw2zQziuLl+iDNz9Ou//CO57JYDQAABQGK95CKpuaYqdqqfzwcAJCbFDMo52lr77Xo/6frWDsHgAA6bCqmQrOzifb/lSZlYcXEGKBYh7tNDV2f8Hr5vQqY+QWAADpsNLxsr6XS0ri2rPyw6WqWaHHhNxHMY92Bgzt16P+I3fhTqwAAKTLKo+T9bteKt6uiwbVst5ny6qvllnyZ/GRvziNinb2PWJ3lVWWqaG2ofvGHRQVF+nQmVNCiGpTLS0teuGRl/Tgbx/Tmy++q6b6RvXbolr7H7uvpn/7YG2xzeCsxAEAQKZZ+WSpbJLU+Dd5wxPB9JNWIeu1q1RxOENr0A7FPNqpqq7Swf9vfz10Q+o3oTjguH01ePjAEKJq78O3P9YlR1+l5Us+aLd+3WcbdPsV9+jOK+fqxAuO1mmXn6SiIr58AgDEj5lJZfvKyvaNOhTkOCodbOIblxyvQSkW5SN22VrnzP52SBFt9PHSFfrB/hdvUsi31drquuM/5mr2D+bI3UOPCQAAICoU89jEoGEDdNVjF2voyC2Saj/hqL10zeKfqHe/qpAjk645Y7Y+W5Hc7a7vve5hvTD/pZAjAgAAiA7DbNCprcdspev/fpXm37JI98+erw/f2jj3fK/SEg3cqr/2nLabjj13uobvMCwrMS197T29tPB/U+pz328e0V6H7hZSRAAAANGimEeXqqqrdMy503X02YdpxfJV2rCmVpV9KjRkxGAVF2f/Cvr5Ny9Iuc9z8/6hTz+q0aBhA0KICAAAIFoU8+hWUVGRthw5JOow9OHbn6Tcx931ybsrKOYBAEBeYsw8YqO1tTXNflwECwAA8hPFPGJjSJpzx2+xzaAMRwIAAJAbKOYRG1NPnZRyn68cuJOGjkhuVh4AAIC4oZhHbIzde3uN3qOL21t34cjvHhpSNAAAANGjmEdsmJnOv3GWKvpUJNX+wBP20/7H7hNyVAAAANGhmEesjBo/Qlc9drH6D6nebLup3zxQF/zh+yoq4hAHAAD5i6kpETtj9x6t3791nZ7449N64Pr5evfl5ZKk8qoy7X/cvjpy1jSN2Wt7mVnEkQIAAISLYh6xVNG7QkecOVVHnDlVLS0tampoVllFKQU8AAAoKBTziL3i4mIVV2b/jrQAAABRY0AxAAAAEFMU8wAAAEBMUcwDAAAAMUUxDwAAAMQUxTwAAAAQUxTzAAAAQExRzAMAAAAxRTEPAAAAxBTFPAAAABBTFPMAAABATFHMAwAAADFFMQ8AAADEFMU8AAAAEFMU8wAAAEBMUcwDAAAAMUUxDwAAAMRUSdQBIJ7qaxu0ZtVaFZcUqf+QfiouKY46JAAAgIJDMY+kubteWbxE98+er2fmPqeW5hZJUp8BvTXttMmaMesQDRs1NOIoAQAACgfDbJCU5qZmXT1ztn445VI9+T9/+bKQl6R1Net19zUPaOZO5+rR3y+KLkgAAIACQzGPbrm7rj3zd5o/Z+Fm2zU3teg/T/+NFv/p2SxFBgAAUNgiL+bNbLSZXWBmC8zsfTNrNLMVZnafmU2OOj5Iryxe0m0h39avvnuDGuoaQowIAAAAUg4U85Iul3SlpCGS5km6WtIzkqZLWmBmZ0cYGyTdP3t+Su3X1azXors4Ow8AABC2XCjmH5G0u7vv7O5nuvtF7n6MpIMkNUn6TzPbMtoQC1d9bYOemftcyv0W3P5UCNEAAACgrciLeXef4+7/6GT9YkmLJJVKmpDtuBBYs2ptu4tdk/XphzUhRAMAAIC2Ii/mu9GUeGyONIoCVlyS3iFSUsqspwAAAGHL2YrLzLZVMNSmVtKTSfZ5sYunxmYqrkLTf0g/9RnQW+tq1qfUb5sdh4cUEQAAAL6Qk2fmzaxM0h8llUm61N0/izikglVcUqxpp6U+qdD0bx0cQjQAAABoKyPFvJktMzNPYbltM9sqlnSrpImS7pL0i2TjcPc9Olsk/bPHO1nAZsw6RCW9ipNuP3LcNho/aecQIwIAAICUuWE270iqT6H9R52tTBTyt0k6XtKfJH3D3b3n4aEnho0aqvNumKWrTvt1t237Duyji/90nswsC5EBAAAUtowU8+5+UE+3YWYlkm5XUMjfLumb7p76NCrIuJbmFg0c1l9HfOcQPX7rYtVv6PyGUCPHbaOL/3Seth6zVZYjBAAAuca9XqqbJ69/QGpdJalYKhktqzxR6rUnJ/4yJCcugDWzUgVn4o+S9AdJp7t7a7RRoW59ne6+5kHNu+HxTaaarOhdrsq+Faoe3Ffb7Dhc0791sMZP2pn/mAAAQF43T772EsnXtH+i+XV5/f1SyU5Sv1/JSraNJsA8Enkxn7jY9R5Jh0u6SdK3KeSjt+bTtbro0J/qrb8v7fT5uvX1qltfr10n76J/nXOWiouTH1MPAADyl9feI1974eYbNS+Rrz5RGngXBX0PRV7MS7peQSH/qaQPJf24k7O7i9x9UZbjKlgtzS368VE/77KQb+uJPz6l6kF9NeuXp4UfGAAAyGnevFy+9v8n2bhG/vk50sC5fLPfA7lQzI9MPA6S9OPNtFsUfiiQpGfve15L/vJm0u3vvW6ejjt/hgYPHxhiVAAAINd57R8lpXDJY/MSqekFqXSv0GLKd5HPM+/uk9zdulkujTrOQnL/7PkptW9tdT30u8dCigYAAMSBe5NUNzf1frV3hRBN4Yi8mEduqa9t0EsLXku5398e+nsI0QAAgNhoXbXpBa/JaH4n87EUEIp5tLNhTW1a/dbVrM9wJAAAIFa8Oc2OTRkNo9BQzKOd8qqytPpV9C7PcCQAACBWigZISmN2u6IhGQ+lkFDMo52qvpUaOW6blPvtPHFsCNEAAIC4sKLeUtmU1PtVzAghmsJBMY9NzPjOIan3mZV6HwAAkF+s8uQUO/STyg8LJ5gCQTGPTRz0jQM0eOvkp5ncZ/ruGjV+RHgBAQCAeCidIJUfmXRzq/6JgvuHIl0U89hEZZ8K/ezBi1Q9uG+3bUfvPlIX3np2FqICAAC5zsxk1VdI5Ud107JEVv1zWfmhWYkrn1HMo1Mjx22r/3r2Z9rvyD1VVLTpXdnKKss04zuH6OpFl6l3v6oIIgQAALnIrFRWfZWs/xypbJraXRRr1VLlTNmgR2QVX4sqxLySC3eARY4aNmqofnLvBVqxfJUW3vG0Vn2wWsUlxdp6zDBN/vpXKeIBAECnzEwqmyArmyBv3SC11kjWSyoaKLNeUYeXVyjm0a0h2w7WSRfy1zMAAEidFVVJRZwADAvDbAAAAICYopgHAAAAYopiHgAAAIgpinkAAAAgpijmAQAAgJiimAcAAABiimIeAAAAiCmKeQAAACCmuGkUIvPZyjV6dM4iLX11uZoamzVgSD9NOmmidtpvh+DOcQAAANgsinlkXd36Ov33Obfo8dueVHNTS7vn7v31w9pu/Lb6/q/P0C4Tx0YUIQAAQDwwzAZZtWFtrX445TI9csvCTQr5L7z78nL960GX6bmH/5Hl6AAAAOKFYh5Zdc23rtebL7zTbbvmxmZdfsLVWrF8VRaiAgAAiCeKeWTNR+98oqfu/mvS7es3NOiB2fNDjAgAACDeKOaRNQ/97nG5e0p9Hr5pgZoam0KKCAAASJJ7i7zpFXn9QnnDs/KW1VGHhCRxASyy5o3n3065z9rV6/TJ0pXaesxWIUQEAEBh89b1Uu3t8ro7pZYP2jxTIi+fJqs8TVY6PrL40D3OzCNrGuoas9oPAAB0zVs+kdecIF//iw6FvCQ1S/UPyWtOlNfeEUl8SA7FPLKm78Deafbrk+FIAAAobN66Xv7ZTKm5u2/NW+VrL5HXzctKXEgdxTyy5qtf2yflPjvsOUpbbD0ohGgAAChgdXdJzW8l3dzXXSn35hADQroo5pE1k7/+VVVVV6bUZ8asaSFFAwBAYXJvldfemVqn1k+khoXhBIQeoZhH1pRXlmnmFScn3X7MXqM05eSvhhgRAAAFqPlNqWV5yt28/tEQgkFPUcwjq2bMmqbTf/r1btuN3n2kLn/gIpWW9cpCVAAAFJDWz7LbD6Fiakpk3ck/OkY77jtac/9rnv724Itqbd049/ywUUN0xJmH6IhZh6iiqjzCKAEAyFOW5udruv0QKop5RGK3KeO025RxWvXBai1f8oGaGpo0YGg/jd5jOxUV8YURAAChKdleUrmk+pS6Wa9xoYSDnqGYR6QGDx+owcMHRh0GAAAFw4r6yCuOkOruTqFXiVRxXGgxIX2cAgUAACgwVnmqUjqnW3GMrJiTb7mIYh4AAKDAWK8xsuqfK6lSsNdesr7/HnpMSA/FPAAAQAGyihmy/r+Vikd00aJUqvi6bMBNMi5+zVmMmQcAAChQVnagNGh/qfEv8vr5UmuNZGWyXjsFQ2uK+kcdIrpBMQ8AAFDAzIqksomysolRh4I0MMwGAAAAiCmKeQAAACCmKOYBAACAmKKYBwAAAGKKYh4AAACIKYp5AAAAIKYo5gEAAICYopgHAAAAYopiHgAAAIgpinkAAAAgpijmAQAAgJiimAcAAABiytw96hhCZ2arKyoqBuy4445RhwIAAIA89vrrr6uurq7G3Qdm4/UKpZhfKqmvpGURh9KdsYnHf0YaRf4jz+Ejx+Ejx+Ejx+Ejx9lBnsPXNscjJK1195HZeOGCKObjwsxelCR33yPqWPIZeQ4fOQ4fOQ4fOQ4fOc4O8hy+KHPMmHkAAAAgpijmAQAAgJiimAcAAABiimIeAAAAiCmKeQAAACCmmM0GAAAAiCnOzAMAAAAxRTEPAAAAxBTFPAAAABBTFPMAAABATFHMAwAAADFFMQ8AAADEFMU8AAAAEFMU8xEws15mdo6Z3WJmL5lZo5m5mZ2RxrZGJPp2tdwZxj7kukzmuM02J5jZPDOrMbNaM3vFzM41s+JMxh5HmcpNN8fyX8OKPxeY2XAzu9nMPjKzBjNbZmbXmln/FLczINFvWWI7HyW2Ozys2OMkE3k2s0XdHKvlYe5DLjOz48zsOjN7yszWJvJxW5rbysj/iXyTqRwn8tnVMfxJGLHHhZkNNLMzzGyumb1tZnVmtsbMnjazmWaWUv0c9rFckomNIGVVkq5N/HuFpE8kbd3Dbb4s6d5O1r/Ww+3GVUZzbGZHSfqzpHpJd0mqkTRD0i8lTZR0fE+CjbMQcrNc0pxO1n+QfpS5zcxGSXpW0haS7pP0T0l7SzpH0qFmNtHdVyexnYGJ7ewgaYGkOyWNlXS6pOlmtp+7vxvOXuS+TOW5jcu6WN/co0Dj7d8ljZe0XsH/2bHpbCSE31U+yUiOE9Zo42dlW+t7sM18cLyk2ZI+lrRQ0nuShkg6RtKNkg4zs+M9iTuvZuVYdneWLC+SSiUdJmnLxM+XSnJJZ6SxrRGJvnOi3q9cWjKc476SVkpqkLRnm/Xlif+gLumkqPc5ojxnNDeJ9oui3q8I8jg/se/f77D+msT665Pczm8T7a/psP7sxPpHot7XPMnzouDjM/p9yrVF0mRJoyWZpEmJvN4W1e8qH5cM5niZpGVR708uLpKmKDgpVdRh/VAFhb1LOjbJbYV+LDPMJgLu3ujuD7v7x1HHkq8ynOPjJA2WdKe7v9DmNeoVnCGRpFkZeJ04Ijc9ZGbbSTpEwQfrbzo8fYmkDZJOMbOqbrZTJemURPtLOjz968T2pyVer+BkKs/YPHdf6O5veaJaSQe/q83LRI6xee6+wN0fcPfWDus/kXR94sdJ3W0nW8cyxXz+GGZmZ5rZjxKPX4k6oDwyJfH4SCfPPSmpVtIEMyvLXkg5I4zc9DOzf0kcy2eZ2b49jjK3fZHDRzv54Fgn6RlJlZK6y8N+kiokPZPo13Y7rZIeTfw4uccRx1Om8vwlMzvRzC40s/PM7LACfQ8IQ8Z/V+hSmZl9I/F+e46ZTU71WqcC1JR4TGY4XVaOZcbM54+pieVLZrZI0qnu/l4kEeWPMYnHNzs+4e7NZrZU0s6StpP0ejYDywFh5Ga8pJvarjCzlyWd4u6v9iDWXNVlDhPeUnBmZwdJT/RwO0pspxBlKs9tdZxgYKWZneXud6cRHzYK43eFzg2VdGuHdUvN7HR3XxxFQLnMzEokfTPxY2cnsTrKyrHMmfn4q5V0uaQ9JPVPLAcquGBjkqQnCvWryAyqTjyu6eL5L9b3y0IsuSbTublGwUWzgyX1kbSXpLsVFPgLzGyrNOPMZZnKIcfp5mUyP/cpGE87XMG3IWMl/Uei711mdlgP4gTHcrbcIukgBQV9laRxCq67GSHpYTMbH11oOetKSbtImufu85Non5VjmWI+Td1M6dTZktbUXN1x95Xu/mN3/7u7f55YnlTwl97fJG0vKe3pGKOUKzlOJtTEYyzHL4ac55Ry4+7nu/uz7v6pu6939xfc/XgFs+UMkvTDFHcvH2Tq+Ir1cZoFSefH3X/p7g+6+4fuXu/ub7j7jySdr+Bz9YowAwXHcia4+2WJseEr3L3W3V9z9+8oOKlSoWDiCCSY2dkK/o//U8H1SRnZbOKxR8cyw2zS946CqfiS9VFYgXQmMcThRkn7SDpA0q+y+foZkis5/uIv5+ounu/boV3c9CTP2crN9ZKOVXAs55tM5TDfj9OeykZ+blQwJeuuZtan47ULSBrHcrSuV1C05uP7bVrM7CwFddQSSQe5e02SXbNyLFPMp8ndD4o6hiSsSjzGcphNDuX4DUl7KhjT9mLbJxLj50YquBAmlvN39zDP2cpNrI/lbryReOxqLPvoxGNXYy4zvZ18FXp+3L3ezNYpGO5YJYliPj0cy9FamXjMx/fbJtnPHwAAA+VJREFUlJnZuQr+SH9NQSG/spsubWXlWGaYTX774uroWBaZOWRB4vHQTp47QMGV6M+6e0P2QsoZ2cpNPh/LCxOPh3S8q6CZ9VFwDUGdpO7ugPvXRLuJiX5tt1OkYOhd29crNJnKc5fMbIyCQn6dpE/T3Q7C/11hs/ZLPObj+21KzOwCBYX8S5Imp1jIS1k6linmY8LMqs1srJlt2WH9PmZW2kn7KZJ+kPgxqrHksdJVjhVcgPmppJPMbM827csl/TTx4+wshZlrUs6NmVUm8rxNh/W7d3axdmKa1Z8lfsy7Y9nd31EwbeQISWd1ePoyBWfH/uDuG75Ymchfu7s+uvt6BbNSVGnTsa7fS2x/vhfoHWAzlWcz266zC7HNbJCCCwql4L4LhXwX2KSYWa9Ejke1XZ/O7wqd6yrHZrazmQ3opP22Cu5LIeXh+20qzOxiBRe8vqjgjHyXf6BHfSwb9xyIhpldqI23YN5VwWwdz2rj9HFPu/uNbdqfpuCD4vfuflqb9YsUTP23SBtvd/8VbZzb9GJ3/6KoKiiZynHiuaMVFK71Cqajq5F0pIJpp+6WdEKh3sAj1dyY2SQFZysWu/ukNuvnKLhV9gJJ7yu4q+xYBWf9iyXdIOnMfMyzbXq779cVXO8yWcHXrxO8ze2+zSy4Xa67ddjOwMR2dlCQx+ck7SjpKAVfnU9IfLgUpEzkOfE+caOkxQquN6mRtI2kwxWMi31B0lR3/zz8Pco9ifeDoxM/DpU0TcEZ3qcS6z519x8m2o6QtFTScncf0WE7Kf2uCkkmcmxml0q6UMF78VIF3yaNkjRdwR2850n6mrs3hrozOcrMTpU0R1KLpOvU+Zj2Ze4+J9F+hKI8llO5XSxLRm8VvEjB1ctdLXM6tD+ti/UzJT2o4O5i6xUUQO9JukvS/lHvZz7kuM3zExW8wX2m4GuxVxV8+1Ec9b5GvaSSG228/fiiDuuPlnSPpLclrZXUKOljSQ9IOjLqfcxCDrdW8Mfkx4l9X67ggqsBnbT14O270+0MSPRb3iaHN0saHvU+5sLS0zwrmL5vTuIYX63gBjI1Cgqp70sqjXofI87vpd287y5r03ZEx3Xp/q4KaclEjhVMYX2HgplZPk8cx6skPaZgHnWLej9zPMftPsOiPpY5Mw8AAADEFGPmAQAAgJiimAcAAABiimIeAAAAiCmKeQAAACCmKOYBAACAmKKYBwAAAGKKYh4AAACIKYp5AAAAIKYo5gEAAICYopgHAAAAYopiHgAAAIgpinkAAAAgpijmAQAAgJiimAcAAABiimIeAAAAiCmKeQAAACCmKOYBAACAmPo/ZM60cCFd9lIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 248,
       "width": 377
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "Mx = W.T @ W + sigma2 * np.identity(M)\n",
    "\n",
    "Ez = inv(Mx) @ W.T @ (X - mu).T\n",
    "\n",
    "plt.scatter(*Ez, c=y);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## PPCA and the EM algorithm\n",
    "\n",
    "An alternate way to estimate the parameters of the probabilistic PCA model is via the EM algorithm by considering the latent variable ${\\bf z}_n$.\n",
    "\n",
    "For PPCA, the expected value of the complete data log-likelihood with respect to the posterior latent distribution $Q = \\mathbb{E}\\left[\\log p\\left({\\bf X}, {\\bf Z}|\\boldsymbol\\mu, {\\bf W}, \\sigma^2\\right)\\right]$ is given by\n",
    "\n",
    "$$\n",
    "\\begin{align}\n",
    "    Q &=-\\sum_{n=1}^N\\Big\\{\\frac{M}{2}\\log 2\\pi + \\text{Tr}\\left(\\mathbb{E}[{\\bf z}_n{\\bf z}_n^T]\\right) + \\frac{D}{2} \\log2\\pi\\sigma^2\\\\\n",
    "    %% Second term\n",
    "    & + \\frac{1}{2\\sigma^2}\\vert\\vert{\\bf x}_n - \\bar{\\bf x}\\vert\\vert - \\frac{1}{\\sigma^2}\\mathbb{E}[{\\bf z}_n]^T{\\bf W}^T({\\bf x}_n - \\bar{\\bf x}) + \\frac{1}{\\sigma^2}\\text{Tr}\\left(\\mathbb{E}[{\\bf z}_n{\\bf z}_n^T]{\\bf W}^T{\\bf W}\\right)\\Big\\}\n",
    "\\end{align}\n",
    "$$\n",
    "\n",
    "\n",
    "Recalling that $p({\\bf z} \\vert {\\bf x}) = \\mathcal{N}\\left({\\bf z}\\vert {\\bf M}^{-1}{\\bf W}^T({\\bf x}_n - \\bar{\\bf x}), \\sigma^{-1}{\\bf M}\\right)$; ${\\bf M} = {\\bf W}^T{\\bf W} + \\sigma^2{\\bf I}$ we obtain the following updating statistics:\n",
    "\n",
    "$$\n",
    "    \\mathbb{E}[{\\bf z}_n] = {\\bf M}^{-1}{\\bf W}^T({\\bf x}_n - \\bar{\\bf x})\n",
    "$$\n",
    "\n",
    "$$\n",
    "    \\mathbb{E}\\left[{\\bf z}_n{\\bf z}_n^T\\right] = \\mathbb{E}[{\\bf z}_n]\\mathbb{E}[{\\bf z}_n]^T + \\sigma^{-2}{\\bf M}^{-1}\n",
    "$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, taking the derivative of $Q$ w.r.t. $\\sigma^2$ and $\\bf W$ and noting that $\\mu_{\\text{ML}} = \\bar{\\bf x}$, we obtain the updating equations:\n",
    "\n",
    "$$\n",
    "    \\sigma_{\\text{new}} = \\frac{1}{ND}\\sum_{n=1}^N \\left\\{\\vert\\vert{\\bf x}_n - \\bar{\\bf x}\\vert\\vert^2 - 2\\mathbb{E}[{\\bf z}_n]^T{\\bf W}^T({\\bf x}_n - \\bar{\\bf x}) + \\text{Tr}\\left(\\mathbb{E}[{\\bf z}_n{\\bf z}_n^T]{\\bf W}^T{\\bf W}\\right)\\right\\}\n",
    "$$\n",
    "\n",
    "$$\n",
    "    {\\bf W}_{\\text{new}} = \\left(\\sum_{n=1}^N\\left({\\bf x}_n - \\bar{\\bf x}_n\\right)\\mathbb{E}[{\\bf z}_n]^T\\right)\\left(\\sum_{n=1}^N\\mathbb{E}\\left[{\\bf z}_n{\\bf z}_n^T\\right]\\right)^{-1}\n",
    "$$\n",
    "\n",
    "Thus, we obtain the following updating equations\n",
    "* **E**-step: Compute the sufficient statistics $\\mathbb{E}\\left[{\\bf z}_n\\right]$ and $\\mathbb{E}\\left[{\\bf z}_n{\\bf z}_n^T\\right]$ considering the values ${\\bf W}_\\text{old}$ and $\\sigma^2_\\text{old}$\n",
    "* **M**-step: Update ${\\bf W}_\\text{old}$, $\\sigma^2_\\text{old}$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### MNIST Example"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "mnist = tf.keras.datasets.mnist.load_data()\n",
    "(Xtrain, ytrain), (Xtest, ytest) = mnist"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "N, D, D = Xtrain.shape\n",
    "X = Xtrain.reshape(N, -1)\n",
    "N, D = X.shape\n",
    "\n",
    "Xhat = X - X.mean(axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "M = 2\n",
    "W = np.random.randn(D, M)\n",
    "sigma2 = 0.5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Helper posterior distribution matrix\n",
    "Mz = W.T @ W + sigma2 * np.identity(M)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 111 ms, sys: 3.7 ms, total: 115 ms\n",
      "Wall time: 30.4 ms\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "## equivalent: E_zn = inv(Mz) @ W.T @ X.T\n",
    "E_zn = np.einsum(\"ij,mj,km->ik\", inv(Mz), W, Xhat, optimize=True)\n",
    "E_znzn = np.einsum(\"in,kn->kin\", E_zn, E_zn, optimize=True) + inv(Mz)[..., None] / sigma2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "####  $\\sigma_\\text{new}^2$ components"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$$\n",
    "\\sum_{n=1}^N \\vert\\vert{\\bf x}_n - \\bar{\\bf x}\\vert\\vert^2\n",
    "$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 694 ms, sys: 118 ms, total: 813 ms\n",
      "Wall time: 249 ms\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "Xnorm2 = (Xhat ** 2).sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$$\n",
    "-2\\sum_{n=1}^N \\left\\{\\mathbb{E}[{\\bf z}_n]^T{\\bf W}^T({\\bf x}_n - \\bar{\\bf x})\\right\\}\n",
    "$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 161 ms, sys: 2.73 ms, total: 164 ms\n",
      "Wall time: 40.8 ms\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "T2 = - 2 * np.einsum(\"in,mi,nm->\", E_zn, W, Xhat, optimize=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$$\n",
    "\\sum_{n=1}^N \\left\\{\\text{Tr}\\left(\\mathbb{E}[{\\bf z}_n{\\bf z}_n^T]{\\bf W}^T{\\bf W}\\right)\\right\\}\n",
    "$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 9.19 ms, sys: 1.98 ms, total: 11.2 ms\n",
      "Wall time: 2.48 ms\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "T3 = np.einsum(\"ijn,mi,mj->\", E_znzn, W, W, optimize=\"optimal\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4361.30349399611"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sigma2_new = (Xnorm2 + T2 + T3) / (N * D)\n",
    "sigma2_new"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "#### ${\\bf W}_\\text{new}$ components"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$$\n",
    "\\sum_{n=1}^N\\left({\\bf x}_n - \\bar{\\bf x}_n\\right)\\mathbb{E}[{\\bf z}_n]^T\n",
    "$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 139 ms, sys: 2.25 ms, total: 141 ms\n",
      "Wall time: 35.9 ms\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "T1 = np.einsum(\"nd,mn,jmn->dj\", Xhat, E_zn, E_znzn, optimize=\"optimal\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$$\n",
    "\\sum_{n=1}^N\\mathbb{E}\\left[{\\bf z}_n{\\bf z}_n^T\\right]\n",
    "$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 5.98 ms, sys: 1.04 ms, total: 7.03 ms\n",
      "Wall time: 1.53 ms\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "T2 = E_znzn.sum(axis=-1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "W_new = (T1 @ inv(T2))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### All together"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "class ProbabilisticPCA:\n",
    "    \"\"\"\n",
    "    Implementation of the Probabilistic PCA (PPCA) algorithm\n",
    "    in which we assume that a datapoint in drawn from a latent\n",
    "    variable z R^M, shifted via a parameter mu, and then projected\n",
    "    onto R^D via the projecting matrix W plus some additive noise\n",
    "    sigma2. Hence\n",
    "    \n",
    "        x = Wz + mu + eps; eps ~ N(0, sigma2)\n",
    "        \n",
    "    \"\"\"\n",
    "    def __init__(self, X, M, W_init=None, sigma2_init=None, seed=None):\n",
    "        self.seed = seed\n",
    "        self.M = M\n",
    "        self.N, self.D = X.shape\n",
    "        self.Xbar = X - X.mean(axis=0)\n",
    "        self.Xnorm2 = (self.Xbar ** 2).sum()\n",
    "        self.W = self._initialize_W(W_init)\n",
    "        self.sigma2 = self._initialize_sigma2(sigma2_init)\n",
    "        self.E_zn, self.E_znzn = self._compute_expectations()\n",
    "        \n",
    "    \n",
    "    def _initialize_W(self, W_init):\n",
    "        np.random.seed(self.seed)\n",
    "        if W_init is None:\n",
    "            return np.random.randn(self.D, self.M)\n",
    "        else:\n",
    "            return W_init\n",
    "        \n",
    "        \n",
    "    def _initialize_sigma2(self, sigma2_init):\n",
    "        np.random.seed(self.seed)\n",
    "        if sigma2_init is None:\n",
    "            return np.random.rand()\n",
    "        else:\n",
    "            return sigma2_init\n",
    "        \n",
    "        \n",
    "    def _compute_expectations(self):\n",
    "        \"\"\"\n",
    "        :::E-Step:::\n",
    "\n",
    "        Compute ∀n in the dataset. E[zn], E[zn@zn.T]\n",
    "        \"\"\"\n",
    "        Mz = self.W.T @ self.W + self.sigma2 * np.identity(self.M)\n",
    "        i_Mz = inv(Mz)\n",
    "        \n",
    "        E_zn = np.einsum(\"ij,mj,km->ik\", i_Mz, self.W, self.Xbar, optimize=True)\n",
    "        E_znzn = np.einsum(\"in,kn->kin\", E_zn, E_zn, optimize=True) + i_Mz[..., None] / self.sigma2\n",
    "        \n",
    "        return E_zn, E_znzn\n",
    "    \n",
    "    \n",
    "    def update_sigma2(self):\n",
    "        T2 = - 2 * np.einsum(\"in,mi,nm->\", self.E_zn, self.W, self.Xbar, optimize=True)\n",
    "        T3 = np.einsum(\"ijn,mi,mj->\", self.E_znzn, self.W, self.W, optimize=\"optimal\")\n",
    "        sigma2_new = (self.Xnorm2 + T2 + T3) / (self.N * self.D)\n",
    "        \n",
    "        return sigma2_new\n",
    "    \n",
    "    \n",
    "    def update_W(self):\n",
    "        T1 = np.einsum(\"nd,mn,jmn->dj\", self.Xbar,\n",
    "                       self.E_zn, self.E_znzn, optimize=\"optimal\")\n",
    "        T2 = self.E_znzn.sum(axis=-1)\n",
    "        \n",
    "        W_new = (T1 @ inv(T2))\n",
    "        \n",
    "        return W_new\n",
    "    \n",
    "    \n",
    "    def _update_parameters(self):\n",
    "        \"\"\"\n",
    "        :::M-step:::\n",
    "        \n",
    "        Compute one step of the EM-algorithm\n",
    "        (assuming that the E-step has already been)\n",
    "        computed\n",
    "        \"\"\"\n",
    "        sigma2_new = self.update_sigma2()\n",
    "        W_new = self.update_W()\n",
    "        \n",
    "        return sigma2_new, W_new\n",
    "        \n",
    "        \n",
    "    def data_log_likelihood(self):\n",
    "        \"\"\"\n",
    "        Compute the expected value of the complete-data log-likelihood\n",
    "        with respect to the posterior distribution of the latent\n",
    "        variable\n",
    "        \"\"\"\n",
    "        Q = -(self.N * self.M * np.log(2 * np.pi) / 2 +\n",
    "              np.einsum(\"iin->\", self.E_znzn) + \n",
    "              D * np.log(2 * np.pi * self.sigma2) / 2 +\n",
    "              self.Xnorm2 / (2 *  self.sigma2) +\n",
    "              -np.einsum(\"in,mi,nm->\", self.E_zn, self.W, self.Xbar, optimize=True) / (self.sigma2) + \n",
    "              np.einsum(\"ijn,mi,mj->\", self.E_znzn, self.W, self.W, optimize=\"optimal\") / (self.sigma2)\n",
    "              )\n",
    "        \n",
    "        return Q\n",
    "    \n",
    "    def project(self):\n",
    "        Mz = self.W.T @ self.W + self.sigma2 * np.identity(self.M)\n",
    "        Xproj = inv(Mz) @ self.W.T @ self.Xbar.T\n",
    "        return Xproj\n",
    "    \n",
    "    def EM_step(self):\n",
    "        # E-step\n",
    "        self.E_zn, self.E_znzn = self._compute_expectations()\n",
    "        # M-step\n",
    "        self.sigma2, self.W = self._update_parameters()\n",
    "        \n",
    "        Q = self.data_log_likelihood()\n",
    "        return Q"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$$\n",
    "\\begin{align}\n",
    "    Q &=-\\sum_{n=1}^N\\Big\\{\\frac{M}{2}\\log 2\\pi + \\text{Tr}\\left(\\mathbb{E}[{\\bf z}_n{\\bf z}_n^T]\\right) + \\frac{D}{2} \\log2\\pi\\sigma^2\\\\\n",
    "    %% Second term\n",
    "    & + \\frac{1}{2\\sigma^2}\\vert\\vert{\\bf x}_n - \\bar{\\bf x}\\vert\\vert^2 - \\frac{1}{\\sigma^2}\\mathbb{E}[{\\bf z}_n]^T{\\bf W}^T({\\bf x}_n - \\bar{\\bf x}) + \\frac{1}{\\sigma^2}\\text{Tr}\\left(\\mathbb{E}[{\\bf z}_n{\\bf z}_n^T]{\\bf W}^T{\\bf W}\\right)\\Big\\}\n",
    "\\end{align}\n",
    "$$\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "M = 2\n",
    "ppca = ProbabilisticPCA(X, M, sigma2_init=10, seed=2718)\n",
    "\n",
    "nits = 30\n",
    "Qhist = [ppca.data_log_likelihood()]\n",
    "list_projections = [ppca.project()]\n",
    "for n in range(nits):\n",
    "    Q = ppca.EM_step()\n",
    "    *_, Qlast = Qhist\n",
    "    Qhist.append(Q)\n",
    "    \n",
    "    if (Q / Qlast < 1e-3) and not np.isinf(Qlast):\n",
    "        break\n",
    "    list_projections.append(ppca.project())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fb3b36a3410>]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 258,
       "width": 380
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(Qhist)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7fb397177090>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 249,
       "width": 370
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(*ppca.project(), c=ytrain, cmap=\"tab10\", alpha=0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 231,
       "width": 349
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.animation as animation\n",
    "\n",
    "nframes = 10\n",
    "save_animation = False\n",
    "fig, ax = plt.subplots()\n",
    "def func(i):\n",
    "    plt.cla()\n",
    "    projection = list_projections[i]\n",
    "    ax.scatter(*projection, c=ytrain, cmap=\"tab10\", alpha=0.5)\n",
    "    plt.axis(\"off\")\n",
    "\n",
    "ani = animation.FuncAnimation(fig, func, frames=nframes)\n",
    "    \n",
    "    \n",
    "if save_animation == True:\n",
    "    ani.save(\"/Users/gerardoduran/Desktop/ppca2.gif\", writer=\"imagemagick\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Handling Missing Data\n",
    "\n",
    "PPCA can be used in datasets in which some of the data values are missing at random. In order to take account of the missing data, we require to compute the **expectation of the complete-data log-likelihood with respect to the posterior latent-variable distribution and the posterior over the missing values in the data**.\n",
    "\n",
    "Let ${\\bf x}$ be an observed vector with missing entries ${\\bf x}^{\\text{miss}}$ and observed entries ${\\bf x}^{\\text{obs}}$. So that ${\\bf x} = \\left({\\bf x}^{\\text{obs}}, {\\bf x}^{\\text{miss}}\\right)^T$. The expected value of the complete-data log-likelihood is given by\n",
    "\n",
    "\n",
    "$$\n",
    "\\begin{aligned}\n",
    "    \\mathbb{E}\\left[\\log p\\left({\\bf X}, {\\bf Z}\\right)\\right] &= -\\sum_{n=1}^N\\iint\\log p\\left({\\bf x}_n, {\\bf z}_n \\vert \\boldsymbol{\\mu}, {\\bf W}, \\sigma^2\\right) p\\left({\\bf z}_n\\vert {\\bf x}_n^{\\text{miss}}\\right) p\\left({\\bf x}_n^k\\vert {\\bf x}_n^{\\text{miss}}\\right) {\\text d}{\\bf x}_n^{\\text{miss}} {\\text d}{\\bf z}_n\\\\\n",
    "    %% Second equality\n",
    "    &=-\\sum_{n=1}^N\\Big\\{\\frac{M}{2}\\log 2\\pi + \\text{Tr}\\left(\\mathbb{E}[{\\bf z}_n{\\bf z}_n^T]\\right) + \\frac{D}{2} \\log2\\pi\\sigma^2\\\\\n",
    "    %% Second term\n",
    "    & + \\frac{1}{2\\sigma^2}\\left(\\text{Tr}({\\bf C}_{\\text{miss}\\vert\\text{obs}}\\right) + \\vert\\vert{\\bf x}_n^{\\text{obs}} - \\bar{\\bf x}^{\\text{obs}}\\vert\\vert^2) - \\frac{1}{\\sigma^2}\\mathbb{E}[{\\bf z}_n]^T{\\bf W}^T\\left(\\mathbb{E}[{\\bf x}_n] - \\bar{\\bf x}\\right) + \\frac{1}{\\sigma^2}\\text{Tr}\\left(\\mathbb{E}[{\\bf z}_n{\\bf z}_n^T]{\\bf W}^T{\\bf W}\\right)\\Big\\}\n",
    "\\end{aligned}\n",
    "$$\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The probabililty of missing data given the observed data will be normally distributed with mean $\\mu_{\\text{miss}\\ \\vert\\text{obs}}$ and covariance matrix ${\\bf C}_{\\text{miss}\\ \\vert\\text{obs}}$\n",
    "\n",
    "$$\n",
    "    \\boldsymbol\\mu_{\\text{miss}\\vert\\text{obs}} = \\boldsymbol\\mu_{\\text{miss}} + {\\bf C}_{\\text{miss}, \\text{obs}}{\\bf C}_{\\text{obs}}^{-1}\\left({\\bf x}_{\\text{obs}} - \\boldsymbol\\mu_{\\text{obs}}\\right)\n",
    "$$\n",
    "\n",
    "$$\n",
    "    {\\bf C}_{\\text{miss}\\vert\\text{obs}} =  {\\bf C}_\\text{miss} - {\\bf C}_{\\text{miss},\\text{obs}}{\\bf C}_{\\text{obs}^{-1}}{\\bf C}_{\\text{miss},\\text{obs}}^T\n",
    "$$\n",
    "\n",
    "Where\n",
    "\n",
    "* ${\\boldsymbol\\mu_\\text{miss}}$ is the average value of the columns in the dataset ${\\bf X}$ that are missing in ${\\bf x}_n$\n",
    "* ${\\bf C}_{\\text{miss}\\vert\\text{obs}}$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 403,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(569, 30)"
      ]
     },
     "execution_count": 403,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from numba import jit\n",
    "from numpy.random import randint, seed\n",
    "from sklearn.datasets import load_breast_cancer\n",
    "from sklearn.decomposition import PCA\n",
    "\n",
    "breast_cancer = load_breast_cancer()\n",
    "N, D = X_bc.shape\n",
    "X_bc, y_bc = breast_cancer[\"data\"], breast_cancer[\"target\"]\n",
    "\n",
    "X_bc.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 405,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Suppose we are missing 10% of the data\n",
    "seed(314)\n",
    "Nmiss = int(N * 0.1)\n",
    "ix_miss_rows = randint(0, N, size=Nmiss)\n",
    "ix_miss_cols = randint(0, D, size=Nmiss)\n",
    "X_bc[ix_miss_rows, ix_miss_cols] = np.nan"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 406,
   "metadata": {},
   "outputs": [],
   "source": [
    "mu = np.nanmean(X_bc, axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 407,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Initial model parameters\n",
    "M = 2\n",
    "W = np.random.randn(D, M)\n",
    "sigma2 = 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 408,
   "metadata": {},
   "outputs": [],
   "source": [
    "ixmiss = np.isnan(X_bc).sum(axis=1).argmax()\n",
    "Xsamp = X_bc[ixmiss]\n",
    "c_miss = np.isnan(Xsamp) # missing columns of an observation\n",
    "D_miss = c_miss.sum() # number of missing dimensions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 409,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_miss = Xsamp[c_miss]\n",
    "X_obs = Xsamp[~c_miss]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 410,
   "metadata": {},
   "outputs": [],
   "source": [
    "W_miss = W[c_miss]\n",
    "W_obs = W[~c_miss]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 411,
   "metadata": {},
   "outputs": [],
   "source": [
    "C_miss = W_miss @ W_miss.T + sigma2 * np.identity(D_miss)\n",
    "C_obs = W_obs @ W_obs.T + sigma2 * np.identity(D - D_miss)\n",
    "C_miss_obs = W_miss @ W_obs.T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 412,
   "metadata": {},
   "outputs": [],
   "source": [
    "mu_miss = mu[c_miss]\n",
    "mu_obs = mu[~c_miss]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 413,
   "metadata": {},
   "outputs": [],
   "source": [
    "mu_miss_giv_obs = C_miss_obs @ inv(C_obs) @ (X_obs - mu_obs)[:, np.newaxis]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The computation of the expectations $\\mathbb{E}\\left[\\vert\\vert {\\bf x}_n - \\boldsymbol\\mu\\vert\\vert^2\\right]$ and $\\mathbb{E}[{\\bf x}_n]$ are not vectorizable, as each $n$ will yield vectors $\\boldsymbol\\mu_{\\text{miss}}$ and $\\boldsymbol\\mu_{\\text{obs}}$ of diferent lenght. Hence, we will define functions to compute $\\sum_{n=1}^N \\mathbb{E}[{\\bf x}_n]$ and $\\sum_{n=1}^N \\mathbb{E}\\left[\\vert\\vert {\\bf x}_n - \\boldsymbol\\mu\\vert\\vert^2\\right]$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 414,
   "metadata": {},
   "outputs": [],
   "source": [
    "ixmiss, *_ = np.where(np.isnan(X_bc).sum(axis=1) > 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 415,
   "metadata": {},
   "outputs": [],
   "source": [
    "@jit(nopython=True)\n",
    "def missing_expectation(Xsamp, mu, W, sigma2):\n",
    "    \"\"\"\n",
    "    Compute the expected value of a vector\n",
    "    with missing entries\n",
    "    \"\"\"\n",
    "    D = Xsamp.shape[0]\n",
    "    mu_final = Xsamp.copy()\n",
    "    # missing columns of an observation\n",
    "    ix_miss = np.isnan(Xsamp)\n",
    "    # Number of missing dimensions\n",
    "    D_miss = ix_miss.sum()\n",
    "    \n",
    "    X_miss, X_obs = Xsamp[ix_miss], Xsamp[~ix_miss]\n",
    "    W_miss, W_obs = W[ix_miss], W[~ix_miss]    \n",
    "    mu_miss, mu_obs = mu[ix_miss], mu[~ix_miss]\n",
    "    \n",
    "    C_obs = W_obs @ W_obs.T + sigma2 * np.identity(D - D_miss)\n",
    "    ix_miss_obs = W_miss @ W_obs.T\n",
    "    \n",
    "    mu_miss_giv_obs = ix_miss_obs @ np.linalg.inv(C_obs) @ (X_obs - mu_obs).reshape(-1, 1)\n",
    "    \n",
    "    mu_final[ix_miss] = mu_miss_giv_obs.ravel()\n",
    "    return mu_final\n",
    "\n",
    "\n",
    "@jit(nopython=True)\n",
    "def vector_missing_expectation(X, mu, W, sigma2):\n",
    "    Xfinal = X.copy()\n",
    "    missing_ix = np.isnan(X).sum(axis=1) > 0\n",
    "    missing_ix = np.where(missing_ix)[0]\n",
    "    \n",
    "    for ix, Xsamp in zip(missing_ix, X[missing_ix]):\n",
    "        Ex = missing_expectation(Xsamp, mu, W, sigma2)\n",
    "        Xfinal[ix] = Ex\n",
    "        \n",
    "    return Xfinal\n",
    "\n",
    "\n",
    "@jit(nopython=True)\n",
    "def norm2_missing_sample(Xsamp, mu, W, sigma2):\n",
    "    D = Xsamp.shape[0]\n",
    "    ix_miss = np.isnan(Xsamp)\n",
    "    D_miss = ix_miss.sum()\n",
    "    \n",
    "    X_miss, X_obs = Xsamp[ix_miss], Xsamp[~ix_miss]\n",
    "    W_miss, W_obs = W[ix_miss], W[~ix_miss]    \n",
    "    mu_miss, mu_obs = mu[ix_miss], mu[~ix_miss]\n",
    "    \n",
    "    C_miss = W_miss @ W_miss.T + sigma2 * np.identity(D_miss)\n",
    "    C_obs = W_obs @ W_obs.T + sigma2 * np.identity(D - D_miss)\n",
    "    C_miss_obs = W_miss @ W_obs.T\n",
    "    \n",
    "    \n",
    "    expected_norm = (X_obs - mu_obs) @ (X_obs - mu_obs)\n",
    "    expected_norm = expected_norm + np.trace(C_miss - C_miss_obs @ np.linalg.inv(C_obs) @ C_miss_obs.T)\n",
    "    \n",
    "    return expected_norm\n",
    "\n",
    "@jit(nopython=True)\n",
    "def norm2_missing_sum(X, mu, W, sigma2):\n",
    "    norm2_sum = 0\n",
    "    for Xsamp in X:\n",
    "        norm2_sum = norm2_sum + norm2_missing_sample(Xsamp, mu, W, sigma2)\n",
    "    return norm2_sum"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 416,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "170820.13134860384"
      ]
     },
     "execution_count": 416,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "norm2_missing_sample(Xsamp, mu, W, sigma2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 417,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "64083504.919916324"
      ]
     },
     "execution_count": 417,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "norm2_missing_sum(X_bc, mu, W, sigma2) / (2 * sigma2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 419,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 17.99  ,  10.38  , 122.8   , ...,   0.2654,   0.4601,   0.1189],\n",
       "       [ 20.57  ,  17.77  , 132.9   , ...,   0.186 ,   0.275 ,   0.089 ],\n",
       "       [ 19.69  ,  21.25  , 130.    , ...,   0.243 ,   0.3613,   0.0876],\n",
       "       ...,\n",
       "       [ 16.6   ,  28.08  , 108.3   , ...,   0.1418,   0.2218,   0.0782],\n",
       "       [ 20.6   ,  29.33  , 140.1   , ...,   0.265 ,   0.4087,   0.124 ],\n",
       "       [  7.76  ,  24.54  ,  47.92  , ...,   0.    ,   0.2871,   0.0704]])"
      ]
     },
     "execution_count": 419,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vector_missing_expectation(X_bc, mu, W, sigma2)"
   ]
  }
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